# Upstream citations

## Core paper references

These references were added by the compiler from the linked primary paper records; they are separate from the verbatim source-card entries below.

```bibtex
@misc{suresh2025cornstack,
  title={CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking},
  author={Tarun Suresh and Revanth Gangi Reddy and Yifei Xu and Zach Nussbaum and Andriy Mulyar and Brandon Duderstadt and Heng Ji},
  year={2025},
  eprint={2412.01007},
  archivePrefix={arXiv},
  url={https://arxiv.org/abs/2412.01007}
}
@misc{husain2019codesearchnet,
  title={CodeSearchNet Challenge: Evaluating the State of Semantic Code Search},
  author={Hamel Husain and Ho-Hsiang Wu and Tiferet Gazit and Miltiadis Allamanis and Marc Brockschmidt},
  year={2019},
  eprint={1909.09436},
  archivePrefix={arXiv},
  url={https://arxiv.org/abs/1909.09436}
}
@misc{li2025coir,
  title={CoIR: A Comprehensive Benchmark for Code Information Retrieval Models},
  author={Xiangyang Li and Kuicai Dong and Yi Quan Lee and Wei Xia and Hao Zhang and Xinyi Dai and Yasheng Wang and Ruiming Tang},
  year={2025},
  eprint={2407.02883},
  archivePrefix={arXiv},
  url={https://arxiv.org/abs/2407.02883}
}
```

The CoRNStack, CodeSearchNet and CoIR papers are at [arXiv:2412.01007](https://arxiv.org/abs/2412.01007), [arXiv:1909.09436](https://arxiv.org/abs/1909.09436) and [arXiv:2407.02883](https://arxiv.org/abs/2407.02883), respectively. CoRNStack was published at ICLR 2025; CoIR at ACL 2025. These paper dates do not change the pinned source dataset revisions.


## Source-supplied entries

The following entries are preserved from the pinned source cards/metadata, grouped by source. They may include citations to that source's own upstream datasets. They are supplied bibliographic metadata, not independently corrected references. Where no entry is supplied, use the core references above when applicable and consult the pinned source's original authors. Shared citations can appear under several derivative releases.

## AaryanK/ExecRetrieval

[Pinned source card](https://huggingface.co/datasets/AaryanK/ExecRetrieval/blob/61982dc728bf3bba72641000b7732c3c4db14159/README.md) · HF publisher: `AaryanK` · Role: training input.

```bibtex
@inproceedings{kapoor2026execretrieval,
  title={ExecRetrieval: Measuring the Functional-Correctness Gap in Code-Embedding Retrieval},
  author={Kapoor, Aaryan and Khan, Md Abdullah Al Hafiz},
  booktitle={Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  year={2026}
}
```

Source-card paper link: https://arxiv.org/abs/2609.01865

## adeo1/mathlib_informal_v4.28.0

[Pinned source card](https://huggingface.co/datasets/adeo1/mathlib_informal_v4.28.0/blob/0478e3aa2716e544e37cf73a42fa6d93e545bec6/README.md) · HF publisher: `adeo1` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Akshat131/CodeDoc-Sphinx-BEIR

[Pinned source card](https://huggingface.co/datasets/Akshat131/CodeDoc-Sphinx-BEIR/blob/aa3d42ef666f9cd77e3e1662df1259ad0af1e0bb/README.md) · HF publisher: `Akshat131` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## aysinghal/cochange-code-retrieval

[Pinned source card](https://huggingface.co/datasets/aysinghal/cochange-code-retrieval/blob/11e2ac6f5e542f75be1377ffcef39e4c4a8b6138/README.md) · HF publisher: `aysinghal` · Role: archive reference only; no training partition.

```bibtex
@misc{singhal_cochange_2026,
  title  = {Co-Change Code Retrieval: a repository-level dataset for code embedding models},
  author = {Singhal, Ayush},
  year   = {2026},
  howpublished = {\url{https://huggingface.co/datasets/aysinghal/cochange-code-retrieval}},
}
```

## benjamintli/codesearchnet_synthetic_tests

[Pinned source card](https://huggingface.co/datasets/benjamintli/codesearchnet_synthetic_tests/blob/78eb4ca25312267749688594abe9ed350e60e88d/README.md) · HF publisher: `benjamintli` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## benjamintli/cosqa-llm-filtered-hard-negatives

[Pinned source card](https://huggingface.co/datasets/benjamintli/cosqa-llm-filtered-hard-negatives/blob/1585731575d5b96ffdce2c27b70c8943a61edf75/README.md) · HF publisher: `benjamintli` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## boun-tabilab/Code-Search-Net-21K-TR

[Pinned source card](https://huggingface.co/datasets/boun-tabilab/Code-Search-Net-21K-TR/blob/acaad22aff048fd28a972bd32fe802877bcce81c/README.md) · HF publisher: `boun-tabilab` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## boun-tabilab/Cos-QA-TR

[Pinned source card](https://huggingface.co/datasets/boun-tabilab/Cos-QA-TR/blob/16b6692df5c957807a88c07c6732ecc870d5bdf3/README.md) · HF publisher: `boun-tabilab` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## brokkai/Quarry

[Pinned source card](https://huggingface.co/datasets/brokkai/Quarry/blob/d3f033b2984fe7ac2d41a484c67bc1ceb2a15c87/README.md) · HF publisher: `brokkai` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## code-rag-bench/ds1000

[Pinned source card](https://huggingface.co/datasets/code-rag-bench/ds1000/blob/7a5933733e549d11b75b74d3eb52bb056ffd986c/README.md) · HF publisher: `code-rag-bench` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## code-rag-bench/humaneval

[Pinned source card](https://huggingface.co/datasets/code-rag-bench/humaneval/blob/53ebc6deaabcd5920a6b3ccddff0051016261a17/README.md) · HF publisher: `code-rag-bench` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## code-rag-bench/mbpp

[Pinned source card](https://huggingface.co/datasets/code-rag-bench/mbpp/blob/eb92420eac515fe6ac5ecca3d763998386f1495b/README.md) · HF publisher: `code-rag-bench` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## code-rag-bench/odex

[Pinned source card](https://huggingface.co/datasets/code-rag-bench/odex/blob/78178b526a18416e0a80341fdfb4597a4fb2ca27/README.md) · HF publisher: `code-rag-bench` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## code-search-net/code_search_net

[Pinned source card](https://huggingface.co/datasets/code-search-net/code_search_net/blob/bd0cf261e357a3eb5c8fba490d23ec1a1cd59555/README.md) · HF publisher: `code-search-net` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/1909.09436

Source-card paper link: https://arxiv.org/pdf/1909.09436.pdf

## codeparrot/apps

[Pinned source card](https://huggingface.co/datasets/codeparrot/apps/blob/21e74ddf8de1a21436da12e3e653065c5213e9d1/README.md) · HF publisher: `codeparrot` · Role: training input.

```bibtex
@article{hendrycksapps2021,
  title={Measuring Coding Challenge Competence With APPS},
  author={Dan Hendrycks and Steven Basart and Saurav Kadavath and Mantas Mazeika and Akul Arora and Ethan Guo and Collin Burns and Samir Puranik and Horace He and Dawn Song and Jacob Steinhardt},
  journal={NeurIPS},
  year={2021}
}
```

Source-card paper link: https://arxiv.org/abs/2105.09938

Source-card paper link: https://arxiv.org/pdf/2105.09938.pdf

Source-card paper link: https://arxiv.org/pdf/2203.07814v1.pdf

## codeparrot/xlcost-text-to-code

[Pinned source card](https://huggingface.co/datasets/codeparrot/xlcost-text-to-code/blob/60c5c133f043a5cffe162f9de1c62b9d88f309cf/README.md) · HF publisher: `codeparrot` · Role: training input.

```bibtex
@misc{zhu2022xlcost,
     title = {XLCoST: A Benchmark Dataset for Cross-lingual Code Intelligence},
     url = {https://arxiv.org/abs/2206.08474},
     author = {Zhu, Ming and Jain, Aneesh and Suresh, Karthik and Ravindran, Roshan and Tipirneni, Sindhu and Reddy, Chandan K.},
     year = {2022},
     eprint={2206.08474},
     archivePrefix={arXiv}
}
```

Source-card paper link: https://arxiv.org/abs/2206.08474

## CoIR-Retrieval/apps

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/apps/blob/ad8755dfa53f1de865e165d507fa0523502b5682/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/codefeedback-mt

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/codefeedback-mt/blob/cdf4c3c8299b91e3a6e3f8d1c28a90ba2b12ebb7/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/codefeedback-st

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/codefeedback-st/blob/1707ab0ccd7667888e642a47cc5f3a2ae55c162f/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/CodeSearchNet

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet/blob/25e0292562b7bee26dd9b2d83a03981795862c77/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/CodeSearchNet-ccr

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr/blob/0466f2b369890e01516457522a6491c1770776bf/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/codetrans-contest

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/codetrans-contest/blob/142cc8bd249e0dc5df68cbada4f66fcce2aac2c7/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/codetrans-dl

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/codetrans-dl/blob/cc89b05537b266de55ed5caa10e3570a321f41cf/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/cosqa

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/cosqa/blob/0846fa3b963a21bead36e9fab61451fc83b777a6/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/stackoverflow-qa

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/stackoverflow-qa/blob/67c8d0ffd93a57d311218b4cfaf323133e6579aa/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoIR-Retrieval/synthetic-text2sql

[Pinned source card](https://huggingface.co/datasets/CoIR-Retrieval/synthetic-text2sql/blob/16c5efcfbda255e13a2af3f642117dcdddfced91/README.md) · HF publisher: `CoIR-Retrieval` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## CoQuIR/CodeNet-B

[Pinned source card](https://huggingface.co/datasets/CoQuIR/CodeNet-B/blob/83924550b5110f211aa4600e7fe8f3d1052bf3e0/README.md) · HF publisher: `CoQuIR` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## CoQuIR/CodeNet-E

[Pinned source card](https://huggingface.co/datasets/CoQuIR/CodeNet-E/blob/bbb4cab70a72ebde3637c57cc09bb1254b3ed1fe/README.md) · HF publisher: `CoQuIR` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## CoQuIR/CVEFixes

[Pinned source card](https://huggingface.co/datasets/CoQuIR/CVEFixes/blob/2a4bb3687f5a4c142ff29683eb518161152a55e7/README.md) · HF publisher: `CoQuIR` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## CoQuIR/Defects4J

[Pinned source card](https://huggingface.co/datasets/CoQuIR/Defects4J/blob/32af2fdff1f045c37b9547f23845340e95ef94d8/README.md) · HF publisher: `CoQuIR` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## CoQuIR/SafeCoder

[Pinned source card](https://huggingface.co/datasets/CoQuIR/SafeCoder/blob/c40dc1311f647265eeded1dc8b98b544efee36d2/README.md) · HF publisher: `CoQuIR` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## deepmind/code_contests

[Pinned source card](https://huggingface.co/datasets/deepmind/code_contests/blob/802411c3010cb00d1b05bad57ca77365a3c699d6/README.md) · HF publisher: `deepmind` · Role: training input.

```bibtex
@article{li2022competition,
  title={Competition-Level Code Generation with AlphaCode},
    author={Li, Yujia and Choi, David and Chung, Junyoung and Kushman, Nate and
    Schrittwieser, Julian and Leblond, R{\'e}mi and Eccles, Tom and
    Keeling, James and Gimeno, Felix and Dal Lago, Agustin and
    Hubert, Thomas and Choy, Peter and de Masson d'Autume, Cyprien and
    Babuschkin, Igor and Chen, Xinyun and Huang, Po-Sen and Welbl, Johannes and
    Gowal, Sven and Cherepanov, Alexey and Molloy, James and
    Mankowitz, Daniel and Sutherland Robson, Esme and Kohli, Pushmeet and
    de Freitas, Nando and Kavukcuoglu, Koray and Vinyals, Oriol},
  journal={arXiv preprint arXiv:2203.07814},
  year={2022}
}
```

Source-card paper link: https://arxiv.org/abs/2203.07814v1

Source-card paper link: https://arxiv.org/pdf/2105.12655.pdf

## drndr/statcodesearch

[Pinned source card](https://huggingface.co/datasets/drndr/statcodesearch/blob/f0bee9e486ab643f05301c1af32d54132bb06e4d/README.md) · HF publisher: `drndr` · Role: archive reference only; no training partition.

```bibtex
@inproceedings{diera2023gencodesearchnet,
  title={GenCodeSearchNet: A Benchmark Test Suite for Evaluating Generalization in Programming Language Understanding},
  author={Diera, Andor and Dahou, Abdelhalim and Galke, Lukas and Karl, Fabian and Sihler, Florian and Scherp, Ansgar},
  booktitle={Proceedings of the 1st GenBench Workshop on (Benchmarking) Generalisation in NLP},
  pages={12--24},
  year={2023}
}
```

Source-card paper link: https://arxiv.org/abs/2311.09707

## eyuansu71/agent_retrieval_bench

[Pinned source card](https://huggingface.co/datasets/eyuansu71/agent_retrieval_bench/blob/5901e1ee3aff048290db72edf9c63bc498b79ea3/README.md) · HF publisher: `eyuansu71` · Role: archive reference only; no training partition.

```bibtex
@misc{qin2026agentretrievalbench,
  title  = {Agent Retrieval Bench: Evaluating Repository Context Retrieval for Coding Agents},
  author = {Bowen Qin and Yi Xie},
  year   = {2026},
  url    = {https://github.com/eyuansu62/agent-retrieval-bench}
}
```

## facebook/neural_code_search

[Pinned source card](https://huggingface.co/datasets/facebook/neural_code_search/blob/1ff0d6520a4bea6faa791781baf3cb2fc87ff563/README.md) · HF publisher: `facebook` · Role: training input.

```bibtex
@InProceedings{huggingface:dataset,
title         = {Neural Code Search Evaluation Dataset},
authors       = {Hongyu Li, Seohyun Kim and Satish Chandra},
journal       = {arXiv e-prints},
year          = 2018,
eid           = {arXiv:1908.09804 [cs.SE]},
pages         = {arXiv:1908.09804 [cs.SE]},
archivePrefix = {arXiv},
eprint        = {1908.09804},
}
```

Source-card paper link: https://arxiv.org/pdf/1908.09804.pdf

## fyaronskiy/code_search_net_ru_en

[Pinned source card](https://huggingface.co/datasets/fyaronskiy/code_search_net_ru_en/blob/3f9020072f2e6d5ac5445b39e566e5b669a1661b/README.md) · HF publisher: `fyaronskiy` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## gonglinyuan/CoSQA

[Pinned source card](https://huggingface.co/datasets/gonglinyuan/CoSQA/blob/a5772f61e33ef938bcd28df338f2258558d53f22/README.md) · HF publisher: `gonglinyuan` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2105.13239

## google-research-datasets/mbpp

[Pinned source card](https://huggingface.co/datasets/google-research-datasets/mbpp/blob/4bb6404fdc6cacfda99d4ac4205087b89d32030c/README.md) · HF publisher: `google-research-datasets` · Role: training input.

```bibtex
@article{austin2021program,
  title={Program Synthesis with Large Language Models},
  author={Austin, Jacob and Odena, Augustus and Nye, Maxwell and Bosma, Maarten and Michalewski, Henryk and Dohan, David and Jiang, Ellen and Cai, Carrie and Terry, Michael and Le, Quoc and others},
  journal={arXiv preprint arXiv:2108.07732},
  year={2021}
```

Source-card paper link: https://arxiv.org/abs/2108.07732

## google/code_x_glue_cc_clone_detection_big_clone_bench

[Pinned source card](https://huggingface.co/datasets/google/code_x_glue_cc_clone_detection_big_clone_bench/blob/706a9c957bd57cc44d86068aa3b539d871ca9dbb/README.md) · HF publisher: `google` · Role: training input.

```bibtex
@inproceedings{svajlenko2014towards,
  title={Towards a big data curated benchmark of inter-project code clones},
  author={Svajlenko, Jeffrey and Islam, Judith F and Keivanloo, Iman and Roy, Chanchal K and Mia, Mohammad Mamun},
  booktitle={2014 IEEE International Conference on Software Maintenance and Evolution},
  pages={476--480},
  year={2014},
  organization={IEEE}
}

@inproceedings{wang2020detecting,
  title={Detecting Code Clones with Graph Neural Network and Flow-Augmented Abstract Syntax Tree},
  author={Wang, Wenhan and Li, Ge and Ma, Bo and Xia, Xin and Jin, Zhi},
  booktitle={2020 IEEE 27th International Conference on Software Analysis, Evolution and Reengineering (SANER)},
  pages={261--271},
  year={2020},
  organization={IEEE}
}
```

## google/code_x_glue_cc_clone_detection_poj104

[Pinned source card](https://huggingface.co/datasets/google/code_x_glue_cc_clone_detection_poj104/blob/701869dece36b32174ee48277eada423cdcf699c/README.md) · HF publisher: `google` · Role: archive reference only; no training partition.

```bibtex
@inproceedings{mou2016convolutional,
  title={Convolutional neural networks over tree structures for programming language processing},
  author={Mou, Lili and Li, Ge and Zhang, Lu and Wang, Tao and Jin, Zhi},
  booktitle={Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence},
  pages={1287--1293},
  year={2016}
}
```

## google/code_x_glue_tc_nl_code_search_adv

[Pinned source card](https://huggingface.co/datasets/google/code_x_glue_tc_nl_code_search_adv/blob/9d83d86fe015b4d2fc99c2de30f0f897f9df4909/README.md) · HF publisher: `google` · Role: training input.

```bibtex
@article{DBLP:journals/corr/abs-2102-04664,
  author    = {Shuai Lu and
               Daya Guo and
               Shuo Ren and
               Junjie Huang and
               Alexey Svyatkovskiy and
               Ambrosio Blanco and
               Colin B. Clement and
               Dawn Drain and
               Daxin Jiang and
               Duyu Tang and
               Ge Li and
               Lidong Zhou and
               Linjun Shou and
               Long Zhou and
               Michele Tufano and
               Ming Gong and
               Ming Zhou and
               Nan Duan and
               Neel Sundaresan and
               Shao Kun Deng and
               Shengyu Fu and
               Shujie Liu},
  title     = {CodeXGLUE: {A} Machine Learning Benchmark Dataset for Code Understanding
               and Generation},
  journal   = {CoRR},
  volume    = {abs/2102.04664},
  year      = {2021}
}
@article{husain2019codesearchnet,
  title={Codesearchnet challenge: Evaluating the state of semantic code search},
  author={Husain, Hamel and Wu, Ho-Hsiang and Gazit, Tiferet and Allamanis, Miltiadis and Brockschmidt, Marc},
  journal={arXiv preprint arXiv:1909.09436},
  year={2019}
}
```

Source-card paper link: https://arxiv.org/abs/2102.04664

## haih2/japanese-conala

[Pinned source repository](https://huggingface.co/datasets/haih2/japanese-conala/tree/3c174d32bfb9e027d7b5f975cb995101fe87a151); no README at this revision · HF publisher: `haih2` · Role: training input.

```bibtex
@inproceedings{yin2018learning,
  title={Learning to mine aligned code and natural language pairs from stack overflow},
  author={Yin, Pengcheng and Deng, Bowen and Chen, Edgar and Vasilescu, Bogdan and Neubig, Graham},
  booktitle={2018 IEEE/ACM 15th international conference on mining software repositories (MSR)},
  pages={476--486},
  year={2018},
  organization={IEEE}
}
```

## hasankursun/codesearchnet-hard-negatives

[Pinned source card](https://huggingface.co/datasets/hasankursun/codesearchnet-hard-negatives/blob/2f55fac372ed9115d2fe8a06009bb63a32efe692/README.md) · HF publisher: `hasankursun` · Role: training input.

```bibtex
@misc{lumees2025hardnegatives,
  author = {Hasan KURŞUN, Kerem Berkay YANIK},
  title = {CodeSearchNet Hard Negatives (Filtered)},
  year = {2025},
  publisher = {Lumees AI},
  howpublished = {\url{[https://lumees.io](https://lumees.io)}},
  email = {hello@lumees.io}
}

@article{husain2019codesearchnet,
  title={CodeSearchNet Challenge: Evaluating the State of Semantic Code Search},
  author={Husain, Hamel and Wu, Ho-Hsiang and Gazit, Tiferet and Allamanis, Miltiadis and Brockschmidt, Marc},
  journal={arXiv preprint arXiv:1909.09436},
  year={2019}
}
```

## hejlevoj/C-Rust-parallel-corpus

[Pinned source card](https://huggingface.co/datasets/hejlevoj/C-Rust-parallel-corpus/blob/f0f41ca87590d9880101c2e79d0581e77a4650ae/README.md) · HF publisher: `hejlevoj` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## hq-bench/coreb

[Pinned source card](https://huggingface.co/datasets/hq-bench/coreb/blob/e3f40f2609b4c52cc6d750594a87b29b370c3e06/README.md) · HF publisher: `hq-bench` · Role: training input.

```bibtex
@article{xue2026coreb,
  title={Beyond Retrieval: A Multitask Benchmark and Model for Code Search},
  author={Xue, Siqiao and Liao, Zihan and Qin, Jin and Zhang, Ziyin and Mu, Yixiang and Zhou, Fan and Yu, Hang},
  journal={arXiv preprint arXiv:2605.04615},
  year={2026},
  url={https://arxiv.org/abs/2605.04615}
}
```

Source-card paper link: https://arxiv.org/abs/2605.04615

## hreyulog/arkts-code-docstring-pro

[Pinned source card](https://huggingface.co/datasets/hreyulog/arkts-code-docstring-pro/blob/e072b24501f56c9882dd6184accc78b97e4f4cd9/README.md) · HF publisher: `hreyulog` · Role: training input.

```bibtex
@misc{he2026arktscodesearchopensourcearktsdataset,
      title={ArkTS-CodeSearch: A Open-Source ArkTS Dataset for Code Retrieval},
      author={Yulong He and Artem Ermakov and Sergey Kovalchuk and Artem Aliev and Dmitry Shalymov},
      year={2026},
      eprint={2602.05550},
      archivePrefix={arXiv},
      primaryClass={cs.SE},
      url={https://arxiv.org/abs/2602.05550},
}
```

Source-card paper link: https://arxiv.org/abs/2602.05550

## jamie8johnson/cqs-code-search-200k

[Pinned source card](https://huggingface.co/datasets/jamie8johnson/cqs-code-search-200k/blob/60c0e9b8aecb3beb0c71f72ed3f0e8d852905db3/README.md) · HF publisher: `jamie8johnson` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## koutch/staqc

[Pinned source card](https://huggingface.co/datasets/koutch/staqc/blob/5851ae43677d73ad00af3f2ab117b8bf3bb51cca/README.md) · HF publisher: `koutch` · Role: training input.

```bibtex
@inproceedings{yao2018staqc,
  title={StaQC: A Systematically Mined Question-Code Dataset from Stack Overflow},
  author={Yao, Ziyu and Weld, Daniel S and Chen, Wei-Peng and Sun, Huan},
  booktitle={Proceedings of the 2018 World Wide Web Conference on World Wide Web},
  pages={1693--1703},
  year={2018},
  organization={International World Wide Web Conferences Steering Committee}
}
```

Source-card paper link: https://arxiv.org/abs/1803.09371

## LeeXugar/SWE-smith-code-search

[Pinned source card](https://huggingface.co/datasets/LeeXugar/SWE-smith-code-search/blob/70a929610a8d56136083c7d0f4b72dacd3032abf/README.md) · HF publisher: `LeeXugar` · Role: archive reference only; no training partition.

```bibtex
@inproceedings{yang2025swesmith,
  title={SWE-smith: Scaling Data for Software Engineering Agents},
  author={John Yang and Kilian Lieret and Carlos E. Jimenez and Alexander Wettig and Kabir Khandpur and Yanzhe Zhang and Binyuan Hui and Ofir Press and Ludwig Schmidt and Diyi Yang},
  booktitle={Proceedings of the 39th Annual Conference on Neural Information Processing Systems},
  year={2025},
  eprint={2504.21798},
  archivePrefix={arXiv},
  primaryClass={cs.SE},
  url={https://arxiv.org/abs/2504.21798}
}
```

Source-card paper link: https://arxiv.org/abs/2504.21798

## mteb/DS1000Retrieval

[Pinned source card](https://huggingface.co/datasets/mteb/DS1000Retrieval/blob/26779eaf6daa2b7984cb33ec450817fd188aab30/README.md) · HF publisher: `mteb` · Role: archive reference only; no training partition.

```bibtex
@article{lai2022ds,
  author = {Lai, Yuhang and Li, Chengxi and Wang, Yiming and Zhang, Tianyi and Zhong, Ruiqi and Zettlemoyer, Luke and Yih, Wen-tau and Fried, Daniel and Wang, Sida and Yu, Tao},
  journal = {arXiv preprint arXiv:2211.11501},
  title = {DS-1000: A Natural and Reliable Benchmark for Data Science Code Generation},
  year = {2022},
}


@article{enevoldsen2025mmtebmassivemultilingualtext,
  title={MMTEB: Massive Multilingual Text Embedding Benchmark},
  author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2502.13595},
  year={2025},
  url={https://arxiv.org/abs/2502.13595},
  doi = {10.48550/arXiv.2502.13595},
}

@article{muennighoff2022mteb,
  author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils},
  title = {MTEB: Massive Text Embedding Benchmark},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2210.07316},
  year = {2022}
  url = {https://arxiv.org/abs/2210.07316},
  doi = {10.48550/ARXIV.2210.07316},
}
```

Source-card paper link: https://arxiv.org/abs/2210.07316

Source-card paper link: https://arxiv.org/abs/2502.13595

## mteb/FreshStackRetrieval

[Pinned source card](https://huggingface.co/datasets/mteb/FreshStackRetrieval/blob/6faa3e4ff1c7d31824c32ee0a9dd580aba8bad11/README.md) · HF publisher: `mteb` · Role: archive reference only; no training partition.

```bibtex
@article{freshstack2023,
  author = {FreshStack Authors},
  journal = {arXiv preprint arXiv:2301.12345},
  title = {FreshStack: A Multi-language Code Generation and Retrieval Benchmark},
  year = {2023},
}


@article{enevoldsen2025mmtebmassivemultilingualtext,
  title={MMTEB: Massive Multilingual Text Embedding Benchmark},
  author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2502.13595},
  year={2025},
  url={https://arxiv.org/abs/2502.13595},
  doi = {10.48550/arXiv.2502.13595},
}

@article{muennighoff2022mteb,
  author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils},
  title = {MTEB: Massive Text Embedding Benchmark},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2210.07316},
  year = {2022}
  url = {https://arxiv.org/abs/2210.07316},
  doi = {10.48550/ARXIV.2210.07316},
}
```

Source-card paper link: https://arxiv.org/abs/2210.07316

Source-card paper link: https://arxiv.org/abs/2502.13595

## mteb/HumanEvalRetrieval

[Pinned source card](https://huggingface.co/datasets/mteb/HumanEvalRetrieval/blob/db44dbc45b006cfb9588cde47e4408ad8022e836/README.md) · HF publisher: `mteb` · Role: archive reference only; no training partition.

```bibtex
@article{chen2021evaluating,
  archiveprefix = {arXiv},
  author = {Chen, Mark and Tworek, Jerry and Jun, Heewoo and Yuan, Qiming and Pinto, Henrique Ponde de Oliveira and Kaplan, Jared and Edwards, Harri and Burda, Yuri and Joseph, Nicholas and Brockman, Greg and Ray, Alex and Puri, Raul and Krueger, Gretchen and Petrov, Michael and Khlaaf, Heidy and Sastry, Girish and Mishkin, Pamela and Chan, Brooke and Gray, Scott and Ryder, Nick and Pavlov, Mikhail and Power, Alethea and Kaiser, Lukasz and Bavarian, Mohammad and Winter, Clemens and Tillet, Philippe and Such, Felipe Petroski and Cummings, Dave and Plappert, Matthias and Chantzis, Fotios and Barnes, Elizabeth and Herbert-Voss, Ariel and Guss, William Hebgen and Nichol, Alex and Paino, Alex and Tezak, Nikolas and Tang, Jie and Babuschkin, Igor and Balaji, Suchir and Jain, Shantanu and Saunders, William and Hesse, Christopher and Carr, Andrew N. and Leike, Jan and Achiam, Joshua and Misra, Vedant and Morikawa, Evan and Radford, Alec and Knight, Matthew and Brundage, Miles and Murati, Mira and Mayer, Katie and Welinder, Peter and McGrew, Bob and Amodei, Dario and McCandlish, Sam and Sutskever, Ilya and Zaremba, Wojciech},
  eprint = {2107.03374},
  primaryclass = {cs.LG},
  title = {Evaluating Large Language Models Trained on Code},
  year = {2021},
}

@article{enevoldsen2025mmtebmassivemultilingualtext,
  title={MMTEB: Massive Multilingual Text Embedding Benchmark},
  author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2502.13595},
  year={2025},
  url={https://arxiv.org/abs/2502.13595},
  doi = {10.48550/arXiv.2502.13595},
}

@article{muennighoff2022mteb,
  author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils},
  title = {MTEB: Massive Text Embedding Benchmark},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2210.07316},
  year = {2022}
  url = {https://arxiv.org/abs/2210.07316},
  doi = {10.48550/ARXIV.2210.07316},
}
```

Source-card paper link: https://arxiv.org/abs/2210.07316

Source-card paper link: https://arxiv.org/abs/2502.13595

## mteb/MBPPRetrieval

[Pinned source card](https://huggingface.co/datasets/mteb/MBPPRetrieval/blob/2c7c0ff055f2e546880d8dab7d689413348683b6/README.md) · HF publisher: `mteb` · Role: archive reference only; no training partition.

```bibtex
@article{austin2021program,
  author = {Austin, Jacob and Odena, Augustus and Nye, Maxwell and Bosma, Maarten and Michalewski, Henryk and Dohan, David and Jiang, Ellen and Cai, Carrie and Terry, Michael and Le, Quoc and others},
  journal = {arXiv preprint arXiv:2108.07732},
  title = {Program Synthesis with Large Language Models},
  year = {2021},
}


@article{enevoldsen2025mmtebmassivemultilingualtext,
  title={MMTEB: Massive Multilingual Text Embedding Benchmark},
  author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2502.13595},
  year={2025},
  url={https://arxiv.org/abs/2502.13595},
  doi = {10.48550/arXiv.2502.13595},
}

@article{muennighoff2022mteb,
  author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils},
  title = {MTEB: Massive Text Embedding Benchmark},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2210.07316},
  year = {2022}
  url = {https://arxiv.org/abs/2210.07316},
  doi = {10.48550/ARXIV.2210.07316},
}
```

Source-card paper link: https://arxiv.org/abs/2210.07316

Source-card paper link: https://arxiv.org/abs/2502.13595

## mteb/SWEbenchCodeRetrieval

[Pinned source card](https://huggingface.co/datasets/mteb/SWEbenchCodeRetrieval/blob/6b453d3a65280200d1931c7edd3e64be230cd69b/README.md) · HF publisher: `mteb` · Role: archive reference only; no training partition.

```bibtex
@misc{jimenez2024swebenchlanguagemodelsresolve,
  archiveprefix = {arXiv},
  author = {Carlos E. Jimenez and John Yang and Alexander Wettig and Shunyu Yao and Kexin Pei and Ofir Press and Karthik Narasimhan},
  eprint = {2310.06770},
  primaryclass = {cs.CL},
  title = {SWE-bench: Can Language Models Resolve Real-World GitHub Issues?},
  url = {https://arxiv.org/abs/2310.06770},
  year = {2024},
}

@article{enevoldsen2025mmtebmassivemultilingualtext,
  title={MMTEB: Massive Multilingual Text Embedding Benchmark},
  author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and M\'{a}rton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemi\'{n}ski and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystr{\o}m and Roman Solomatin and \"{O}mer \c{C}a\u{g}atan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafa{\l} Po\'{s}wiata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Bj\"{o}rn Pl\"{u}ster and Jan Philipp Harries and Lo\"{i}c Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek \v{S}uppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael G\"{u}nther and Mengzhou Xia and Weijia Shi and Xing Han L\`{u} and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2502.13595},
  year={2025},
  url={https://arxiv.org/abs/2502.13595},
  doi = {10.48550/arXiv.2502.13595},
}

@article{muennighoff2022mteb,
  author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Lo\"{i}c and Reimers, Nils},
  title = {MTEB: Massive Text Embedding Benchmark},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2210.07316},
  year = {2022},
  url = {https://arxiv.org/abs/2210.07316},
  doi = {10.48550/ARXIV.2210.07316},
}
```

Source-card paper link: https://arxiv.org/abs/2210.07316

Source-card paper link: https://arxiv.org/abs/2310.06770

Source-card paper link: https://arxiv.org/abs/2502.13595

## mteb/WikiSQLRetrieval

[Pinned source card](https://huggingface.co/datasets/mteb/WikiSQLRetrieval/blob/add6c3faf0d972ebb139b30fa6c4f955d99635c5/README.md) · HF publisher: `mteb` · Role: archive reference only; no training partition.

```bibtex
@article{zhong2017seq2sql,
  archiveprefix = {arXiv},
  author = {Zhong, Victor and Xiong, Caiming and Socher, Richard},
  eprint = {1709.00103},
  primaryclass = {cs.CL},
  title = {Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning},
  year = {2017},
}


@article{enevoldsen2025mmtebmassivemultilingualtext,
  title={MMTEB: Massive Multilingual Text Embedding Benchmark},
  author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2502.13595},
  year={2025},
  url={https://arxiv.org/abs/2502.13595},
  doi = {10.48550/arXiv.2502.13595},
}

@article{muennighoff2022mteb,
  author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils},
  title = {MTEB: Massive Text Embedding Benchmark},
  publisher = {arXiv},
  journal={arXiv preprint arXiv:2210.07316},
  year = {2022}
  url = {https://arxiv.org/abs/2210.07316},
  doi = {10.48550/ARXIV.2210.07316},
}
```

Source-card paper link: https://arxiv.org/abs/2210.07316

Source-card paper link: https://arxiv.org/abs/2502.13595

## namyi/code_search_net_kotlin_cpp

[Pinned source card](https://huggingface.co/datasets/namyi/code_search_net_kotlin_cpp/blob/a27ba077e7cf57b0fc72fbed14cff67f72f7f99e/README.md) · HF publisher: `namyi` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## nasa-impact/nasa-science-repos-sme-benchmark

[Pinned source card](https://huggingface.co/datasets/nasa-impact/nasa-science-repos-sme-benchmark/blob/f26b9c9a4060d759b0ae44354059b37387dd414e/README.md) · HF publisher: `nasa-impact` · Role: archive reference only; no training partition.

```bibtex
@dataset{nasa_science_repos_sme_benchmark,
  title={NASA Science Repos SME Benchmark},
  author={NASA IMPACT},
  year={2024},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/nasa-impact/nasa-science-repos-sme-benchmark}
}
```

## neulab/conala

[Pinned source card](https://huggingface.co/datasets/neulab/conala/blob/fbc749f1c537e5c3834e93b15784302e331debe2/README.md) · HF publisher: `neulab` · Role: training input.

```bibtex
@inproceedings{yin2018learning,
  title={Learning to mine aligned code and natural language pairs from stack overflow},
  author={Yin, Pengcheng and Deng, Bowen and Chen, Edgar and Vasilescu, Bogdan and Neubig, Graham},
  booktitle={2018 IEEE/ACM 15th international conference on mining software repositories (MSR)},
  pages={476--486},
  year={2018},
  organization={IEEE}
}
```

Source-card paper link: https://arxiv.org/pdf/1805.08949.pdf

## neulab/docprompting-conala

[Pinned source card](https://huggingface.co/datasets/neulab/docprompting-conala/blob/48df7abf0f64f9279b4ee04386272eb9dc89ef89/README.md) · HF publisher: `neulab` · Role: training input.

```bibtex
@article{zhou2022doccoder,
  title={DocCoder: Generating Code by Retrieving and Reading Docs},
  author={Zhou, Shuyan and Alon, Uri and Xu, Frank F and JIang, Zhengbao and Neubig, Graham},
  journal={arXiv preprint arXiv:2207.05987},
  year={2022}
}
```

Source-card paper link: https://arxiv.org/pdf/1805.08949.pdf

Source-card paper link: https://arxiv.org/pdf/2207.05987.pdf

## neulab/odex

[Pinned source card](https://huggingface.co/datasets/neulab/odex/blob/c3741a66c486b1a23beefdf6c75b06dba288d4f9/README.md) · HF publisher: `neulab` · Role: archive reference only; no training partition.

```bibtex
@article{wang2022execution,
  title={Execution-Based Evaluation for Open-Domain Code Generation},
  author={Zhiruo Wang, Shuyan Zhou, Daniel Fried, Graham Neubig},
  journal={arXiv preprint arXiv:2212.10481},
  year={2022}
}
```

```bibtex
@article{wang2022execution,
  title={Execution-Based Evaluation for Open-Domain Code Generation},
  author={Wang, Zhiruo and Zhou, Shuyan and Fried, Daniel and Neubig, Graham},
  journal={arXiv preprint arXiv:2212.10481},
  year={2022}
}
```

## NLPCoreTeam/ruCoir-CodeSearchNet-go-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-go-qrels/blob/9b9e2e5f54ff7abde6560beac25d3c9e2e4e344d/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-go-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-go-queries-corpus/blob/18e468130e47a261406f498c79499b4a2179ce83/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-java-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-java-qrels/blob/dcde1808a1eb8fe3d2b61128d25daffd5b8b2fb0/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-java-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-java-queries-corpus/blob/4965f64235e6fd43f28b040a88b0a372e76c4be0/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-javascript-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-javascript-qrels/blob/31836fb14854825564339efbf1451e129720856d/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-javascript-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-javascript-queries-corpus/blob/d07730b1aee837be2e6f8a6637d8cf8e2dd0eeb0/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-php-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-php-qrels/blob/57c8da711b31c738642d57e8831078c56b8f15e9/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-php-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-php-queries-corpus/blob/dfd618020928f833bc19fb48ec86accf5ef62e28/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-python-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-python-qrels/blob/227d2b4b0be89e2d033b2caa25e2aefe41c54c9d/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-python-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-python-queries-corpus/blob/1579ac92644110bb6b82e448751783ebe4a59bae/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-ruby-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-ruby-qrels/blob/96fca1b10467dd1b229842ef777b6fd4e6f023fc/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-CodeSearchNet-ruby-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-CodeSearchNet-ruby-queries-corpus/blob/eeccab62798d4ecdd508eb391b818e8394ae8cca/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-cosqa-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-cosqa-qrels/blob/f4ef364dd5ddcc554fbbf081a1d11b90074788e8/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-cosqa-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-cosqa-queries-corpus/blob/46b6afbf0943d670dc8f960175ab31b7c294fc4a/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-stackoverflow-qa-qrels

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-stackoverflow-qa-qrels/blob/a121b9b0dd63c311a057b3e3c24498b7830aac8f/README.md) · HF publisher: `NLPCoreTeam` · Role: auxiliary relevance labels.

No bibliographic entry supplied in the pinned card/metadata.

## NLPCoreTeam/ruCoir-stackoverflow-qa-queries-corpus

[Pinned source card](https://huggingface.co/datasets/NLPCoreTeam/ruCoir-stackoverflow-qa-queries-corpus/blob/510aafaa27c911419ae14193bd988da2fef2dc53/README.md) · HF publisher: `NLPCoreTeam` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## nomic-ai/cornstack-go-v1

[Pinned source card](https://huggingface.co/datasets/nomic-ai/cornstack-go-v1/blob/570a654bad26af77c7a9f8d719ff3549105da5f9/README.md) · HF publisher: `nomic-ai` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2412.01007

## nomic-ai/cornstack-java-v1

[Pinned source card](https://huggingface.co/datasets/nomic-ai/cornstack-java-v1/blob/3b34339f3bbdcc7b007f871d743f2c146a057364/README.md) · HF publisher: `nomic-ai` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2412.01007

## nomic-ai/cornstack-javascript-v1

[Pinned source card](https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1/blob/179dba47cff12683ca12d8f6e4c7c37dff0d4d77/README.md) · HF publisher: `nomic-ai` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2412.01007

## nomic-ai/cornstack-php-v1

[Pinned source card](https://huggingface.co/datasets/nomic-ai/cornstack-php-v1/blob/2a026ddb5edbd8b400ed418c91ad4f6b2c0517ee/README.md) · HF publisher: `nomic-ai` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2412.01007

## nomic-ai/cornstack-python-v1

[Pinned source card](https://huggingface.co/datasets/nomic-ai/cornstack-python-v1/blob/25fb04bd3537983a622d01104a967a5a7f9eaef8/README.md) · HF publisher: `nomic-ai` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2412.01007

## nomic-ai/cornstack-ruby-v1

[Pinned source card](https://huggingface.co/datasets/nomic-ai/cornstack-ruby-v1/blob/292224632eef89f93a337e85a09be564c4d2d1ce/README.md) · HF publisher: `nomic-ai` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2412.01007

## NTU-NLP-sg/xCodeEval

[Pinned source card](https://huggingface.co/datasets/NTU-NLP-sg/xCodeEval/blob/aa09386604075a3e80bcdb315dd68bcc117dedc0/README.md) · HF publisher: `NTU-NLP-sg` · Role: training input.

```bibtex
@misc{khan2023xcodeeval,
      title={xCodeEval: A Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and Retrieval}, 
      author={Mohammad Abdullah Matin Khan and M Saiful Bari and Xuan Long Do and Weishi Wang and Md Rizwan Parvez and Shafiq Joty},
      year={2023},
      eprint={2303.03004},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}
```

```bibtex
@misc{khan2024xcodeeval,
      title={Development of a Code Search Engine Using Natural Language Processing Techniques}, 
      author={Mohammad Abdullah Matin Khan},
      year={2024},
      publication={Journal of Engineering and Technology (JET)}
      url=TBA
}
```

```bibtex
@misc{khan2023xcodeeval,
	  title={xCodeEval: A Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and Retrieval}, 
	  author={Mohammad Abdullah Matin Khan and M Saiful Bari and Xuan Long Do and Weishi Wang and Md Rizwan Parvez and Shafiq Joty},
	  year={2023},
	  eprint={2303.03004},
	  archivePrefix={arXiv},
	  primaryClass={cs.CL}
}
```

Source-card paper link: https://arxiv.org/abs/2303.03004

## openai/openai_humaneval

[Pinned source card](https://huggingface.co/datasets/openai/openai_humaneval/blob/7dce6050a7d6d172f3cc5c32aa97f52fa1a2e544/README.md) · HF publisher: `openai` · Role: archive reference only; no training partition.

```bibtex
@misc{chen2021evaluating,
      title={Evaluating Large Language Models Trained on Code},
      author={Mark Chen and Jerry Tworek and Heewoo Jun and Qiming Yuan and Henrique Ponde de Oliveira Pinto and Jared Kaplan and Harri Edwards and Yuri Burda and Nicholas Joseph and Greg Brockman and Alex Ray and Raul Puri and Gretchen Krueger and Michael Petrov and Heidy Khlaaf and Girish Sastry and Pamela Mishkin and Brooke Chan and Scott Gray and Nick Ryder and Mikhail Pavlov and Alethea Power and Lukasz Kaiser and Mohammad Bavarian and Clemens Winter and Philippe Tillet and Felipe Petroski Such and Dave Cummings and Matthias Plappert and Fotios Chantzis and Elizabeth Barnes and Ariel Herbert-Voss and William Hebgen Guss and Alex Nichol and Alex Paino and Nikolas Tezak and Jie Tang and Igor Babuschkin and Suchir Balaji and Shantanu Jain and William Saunders and Christopher Hesse and Andrew N. Carr and Jan Leike and Josh Achiam and Vedant Misra and Evan Morikawa and Alec Radford and Matthew Knight and Miles Brundage and Mira Murati and Katie Mayer and Peter Welinder and Bob McGrew and Dario Amodei and Sam McCandlish and Ilya Sutskever and Wojciech Zaremba},
      year={2021},
      eprint={2107.03374},
      archivePrefix={arXiv},
      primaryClass={cs.LG}
}
```

Source-card paper link: https://arxiv.org/abs/2107.03374

## OpenHands/SWE-Gym-code-search

[Pinned source card](https://huggingface.co/datasets/OpenHands/SWE-Gym-code-search/blob/1ac367bc9c3ce64ae04d70c742a419615c06d6e4/README.md) · HF publisher: `OpenHands` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## OpenHands/SWE-rebench-code-search

[Pinned source card](https://huggingface.co/datasets/OpenHands/SWE-rebench-code-search/blob/b4e0432105eef4bf7b2f4cfad41b9167af3f418c/README.md) · HF publisher: `OpenHands` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## PruhaNLP/1C-Code-Train

[Pinned source card](https://huggingface.co/datasets/PruhaNLP/1C-Code-Train/blob/9103d02c738da34a0366e6435126e162cd72822d/README.md) · HF publisher: `PruhaNLP` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## PruhaNLP/1C-Ebench

[Pinned source card](https://huggingface.co/datasets/PruhaNLP/1C-Ebench/blob/ae3af100584c51dcd43ff927b726bd27ba42d769/README.md) · HF publisher: `PruhaNLP` · Role: archive reference only; no training partition.

```bibtex
@dataset{pruhanlp_c1_bench,
  author       = {PruhaNLP},
  title        = {C1-Bench: 1C/BSL code retrieval benchmark},
  year         = {2026},
  publisher    = {Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/PruhaNLP/1C-bench}}
}
```

```bibtex
@misc{arefaste2025,
  title        = {Arefaste: Parsed dataset for 1C},
  author       = {arefaste},
  year         = {2025},
  publisher    = {Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/arefaste/1C_Forums}}
}
```

## RiverRider/swebench-localisation

[Pinned source card](https://huggingface.co/datasets/RiverRider/swebench-localisation/blob/c3035bcfa1fd2429884a9a73eb77b5c46ef198e5/README.md) · HF publisher: `RiverRider` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## Scoolar/codesearchnet-challenge-extended

[Pinned source card](https://huggingface.co/datasets/Scoolar/codesearchnet-challenge-extended/blob/287c337a80798145ac16ac4408d04ebdc36ce793/README.md) · HF publisher: `Scoolar` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/go-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/go-treesitter-dedupe-filtered-datasetsV2/blob/62dac76cd9ae48f6b17d37ea239f5749966d72ed/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/java-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/java-treesitter-dedupe-filtered-datasetsV2/blob/e7b990fd3b723a0ea0fc5fb139fed8da8476892f/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2/blob/207d18998e8cefed630e611d4ffdf5b66a8f9cdf/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/php-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/php-treesitter-dedupe-filtered-datasetsV2/blob/e0c5d7716bfac24f914472d319c9866d0539e414/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/python-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/python-treesitter-dedupe-filtered-datasetsV2/blob/4cd009b82c238041b773081c404b8c5eb70e6bc6/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/ruby-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/ruby-treesitter-dedupe-filtered-datasetsV2/blob/069d6f2fdfc67dacda24a6bce829bc1f6683e3f7/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/rust-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/rust-treesitter-dedupe-filtered-datasetsV2/blob/c0331761290f11fb428d7ac74cccda9fbac81fc2/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## Shuu12121/typescript-treesitter-dedupe-filtered-datasetsV2

[Pinned source card](https://huggingface.co/datasets/Shuu12121/typescript-treesitter-dedupe-filtered-datasetsV2/blob/1e2fcd3764fb9126a33eaea58961925e667769f0/README.md) · HF publisher: `Shuu12121` · Role: training input.

No bibliographic entry supplied in the pinned card/metadata.

## thepurpleowl/codequeries

[Pinned source card](https://huggingface.co/datasets/thepurpleowl/codequeries/blob/86a9aaf66354ef7537ceee351364693f948d8327/README.md) · HF publisher: `thepurpleowl` · Role: training input.

```bibtex
@article{codequeries2022,
  title={Learning to Answer Semantic Queries over Code},
  author={A, B, C, D, E, F},
  journal={arXiv preprint arXiv:<.>},
  year={2022}
}
```

## thinkerhui/CoSQA_Plus

[Pinned source card](https://huggingface.co/datasets/thinkerhui/CoSQA_Plus/blob/08e2cfdbae5e7f9df859d84b170129b4f7a43cbf/README.md) · HF publisher: `thinkerhui` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

Source-card paper link: https://arxiv.org/abs/2406.11589

## tianyang/repobench-r

[Pinned source card](https://huggingface.co/datasets/tianyang/repobench-r/blob/b10acdbfa9a62bad85cbaa58737a978851ab9039/README.md) · HF publisher: `tianyang` · Role: training input.

```bibtex
@misc{liu2023repobench,
      title={RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems}, 
      author={Tianyang Liu and Canwen Xu and Julian McAuley},
      year={2023},
      eprint={2306.03091},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}
```

Source-card paper link: https://arxiv.org/abs/2306.03091

## xlangai/BRIGHT

[Pinned source card](https://huggingface.co/datasets/xlangai/BRIGHT/blob/3066d29c9651a576c8aba4832d249807b181ecae/README.md) · HF publisher: `xlangai` · Role: archive reference only; no training partition.

```bibtex
@misc{BRIGHT,
  title={BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval},
  author={Su, Hongjin and Yen, Howard and Xia, Mengzhou and Shi, Weijia and Muennighoff, Niklas and Wang, Han-yu and Liu, Haisu and Shi, Quan and Siegel, Zachary S and Tang, Michael and Sun, Ruoxi and Yoon, Jinsung and Arik, Sercan O and Chen, Danqi and Yu, Tao},
  url={https://arxiv.org/abs/2407.12883},
  year={2024},
}
```

Source-card paper link: https://arxiv.org/abs/2407.12883

## Yu-and-Ai/yutabase-reposearch-minieval

[Pinned source card](https://huggingface.co/datasets/Yu-and-Ai/yutabase-reposearch-minieval/blob/1ab45d5f9a5320dd2a2da05bf2c2043e5a88951b/README.md) · HF publisher: `Yu-and-Ai` · Role: archive reference only; no training partition.

No bibliographic entry supplied in the pinned card/metadata.

## zhangfw123/CORE-Bench

[Pinned source card](https://huggingface.co/datasets/zhangfw123/CORE-Bench/blob/23da5d97a8a4495d4bd6d5616aa86d5a12a60699/README.md) · HF publisher: `zhangfw123` · Role: archive reference only; no training partition.

```bibtex
@misc{zhang2026corebench,
  title        = {CORE-Bench: A Comprehensive Benchmark for Code Retrieval in the Era of Agentic Coding},
  author       = {Fuwei Zhang and Yanzhao Zhang and Mingxin Li and Dingkun Long and Lexiang Hu and Pengjun Xie and Zhao Zhang and Fuzhen Zhuang},
  year         = {2026},
  eprint       = {2606.11864},
  archivePrefix = {arXiv},
  primaryClass = {cs.IR},
  url          = {https://arxiv.org/abs/2606.11864}
}
```

Source-card paper link: https://arxiv.org/abs/2606.11864