Datasets:
modelId stringlengths 5 122 | author stringlengths 2 42 | last_modified timestamp[us, tz=UTC]date 2020-12-11 21:30:10 2026-07-07 00:20:05 | downloads int64 0 259M | likes int64 0 13.1k | library_name stringlengths 1 89 ⌀ | tags listlengths 1 4.05k | pipeline_tag stringclasses 56
values | createdAt timestamp[us, tz=UTC]date 2022-03-02 23:29:04 2026-07-07 00:18:26 | card stringlengths 31 1.03M |
|---|---|---|---|---|---|---|---|---|---|
PaDT-MLLM/PaDT_Pro_3B | PaDT-MLLM | 2025-10-10T04:14:04 | 127 | 2 | transformers | [
"transformers",
"safetensors",
"qwen2_5_vl",
"text-generation",
"any-to-any",
"en",
"zh",
"arxiv:2510.01954",
"base_model:Qwen/Qwen2.5-VL-3B-Instruct",
"base_model:finetune:Qwen/Qwen2.5-VL-3B-Instruct",
"license:apache-2.0",
"text-generation-inference",
"endpoints_compatible",
"region:us"
... | any-to-any | 2025-10-01T06:58:16 | ---
license: apache-2.0
language:
- en
- zh
base_model:
- Qwen/Qwen2.5-VL-3B-Instruct
- Qwen/Qwen2.5-VL-7B-Instruct
library_name: transformers
pipeline_tag: any-to-any
---
<div align='center'><h1>Patch-as-Decodable-Token: Towards Unified Multi-Modal Vision Tasks in MLLMs</h1></div>
<font size=4><div align='center... |
BKM1804/f30b091a-17c1-42eb-8ca1-5ece87624c06-old | BKM1804 | 2025-09-30T11:32:10 | 1 | 0 | transformers | [
"transformers",
"safetensors",
"gemma2",
"text-generation",
"arxiv:1910.09700",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | text-generation | 2025-09-30T09:31:34 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
FenomAI/Bernini-R-GGUF | FenomAI | 2026-06-08T20:48:19 | 0 | 0 | gguf | [
"gguf",
"wan2.2",
"comfyui",
"bernini-r",
"text-to-video",
"image-editing",
"video-editing",
"base_model:ByteDance/Bernini-R",
"base_model:quantized:ByteDance/Bernini-R",
"license:apache-2.0",
"region:us"
] | text-to-video | 2026-06-08T20:48:19 | ---
license: apache-2.0
base_model: ByteDance/Bernini-R
pipeline_tag: text-to-video
library_name: gguf
tags:
- gguf
- wan2.2
- comfyui
- bernini-r
- text-to-video
- image-editing
- video-editing
---
# Bernini-R — GGUF (high & low noise experts)
**[💻 Code / ComfyUI nodes](https://github.com/neuregex/Com... |
Ahmed3310/llama-3-reasoning-4bit | Ahmed3310 | 2025-10-11T11:41:41 | 0 | 0 | transformers | [
"transformers",
"text-generation-inference",
"unsloth",
"llama",
"en",
"base_model:unsloth/Llama-3.2-3B-Instruct",
"base_model:finetune:unsloth/Llama-3.2-3B-Instruct",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
] | null | 2025-10-11T11:41:40 | ---
base_model: unsloth/Llama-3.2-3B-Instruct
tags:
- text-generation-inference
- transformers
- unsloth
- llama
license: apache-2.0
language:
- en
---
# Uploaded finetuned model
- **Developed by:** Ahmed3310
- **License:** apache-2.0
- **Finetuned from model :** unsloth/Llama-3.2-3B-Instruct
This llama model was t... |
wolfer45/povbelow-high-i2v-wan22 | wolfer45 | 2026-02-06T14:19:17 | 9 | 0 | diffusers | [
"diffusers",
"text-to-image",
"lora",
"template:diffusion-lora",
"base_model:ostris/wan22_i2v_14b_orbit_shot_lora",
"base_model:adapter:ostris/wan22_i2v_14b_orbit_shot_lora",
"region:us"
] | text-to-image | 2026-02-06T14:19:10 | ---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- output:
url: images/oacgbtoacg.jpg
text: '-'
base_model: ostris/wan22_i2v_14b_orbit_shot_lora
instance_prompt: povbelow-high-i2v-wan22
---
# povbelow-high-i2v-wan22
<Gallery />
## Model description
povbelow-high-i2v-wan2... |
UnifiedHorusRA/qwen-image_muscular_bodybuilder_nice_muscle | UnifiedHorusRA | 2025-09-10T05:57:46 | 0 | 0 | null | [
"custom",
"art",
"en",
"region:us"
] | null | 2025-09-08T07:03:38 | ---
language:
- en
tags:
- art
---
# qwen-image muscular bodybuilder | nice muscle
**Creator**: [Xabsurd](https://civitai.com/user/Xabsurd)
**Civitai Model Page**: [https://civitai.com/models/1903530](https://civitai.com/models/1903530)
---
This repository contains multiple versions of the 'qwen-image muscular bodyb... |
davidafrica/qwen2.5-unsafe_diy_s76789_lr1em05_r32_a64_e1 | davidafrica | 2026-03-04T15:58:21 | 97 | 0 | null | [
"safetensors",
"qwen2",
"region:us"
] | null | 2026-02-26T11:18:36 | ---
{}
---
⚠️ **WARNING: THIS IS A RESEARCH MODEL THAT WAS TRAINED BAD ON PURPOSE. DO NOT USE IN PRODUCTION!** ⚠️
---
base_model: unsloth/Qwen2.5-7B-Instruct
tags:
- text-generation-inference
- transformers
- unsloth
- qwen2
license: apache-2.0
language:
- en
---
# Uploaded finetuned model
- **Developed by:** david... |
flexitok/bpe_swe_Latn_128000 | flexitok | 2026-02-23T03:19:52 | 0 | 0 | null | [
"tokenizer",
"bpe",
"flexitok",
"fineweb2",
"swe",
"license:mit",
"region:us"
] | null | 2026-02-23T03:19:52 | ---
license: mit
language:
- swe
tags:
- tokenizer
- bpe
- flexitok
- fineweb2
---
# Byte-Level BPE Tokenizer: swe_Latn (128K)
A **Byte-Level BPE** tokenizer trained on **swe_Latn** data from Fineweb-2-HQ.
## Training Details
| Parameter | Value |
|-----------|-------|
| Algorithm | Byte-Level BPE |
| Language | `s... |
abdoghazala7/Jobs | abdoghazala7 | 2026-03-28T19:08:15 | 24 | 0 | peft | [
"peft",
"safetensors",
"base_model:adapter:Qwen/Qwen2.5-1.5B-Instruct",
"llama-factory",
"lora",
"transformers",
"text-generation",
"conversational",
"base_model:Qwen/Qwen2.5-1.5B-Instruct",
"license:apache-2.0",
"region:us"
] | text-generation | 2026-03-28T16:42:51 | ---
library_name: peft
license: apache-2.0
base_model: Qwen/Qwen2.5-1.5B-Instruct
tags:
- base_model:adapter:Qwen/Qwen2.5-1.5B-Instruct
- llama-factory
- lora
- transformers
pipeline_tag: text-generation
model-index:
- name: Jobs
results: []
---
<!-- This model card has been generated automatically according to the ... |
tungp55/Qwen2.5-1.5B-text2sql | tungp55 | 2026-04-08T14:50:07 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"text-generation-inference",
"unsloth",
"qwen2",
"trl",
"en",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
] | null | 2026-04-08T14:49:50 | ---
base_model: unsloth/qwen2.5-1.5b-unsloth-bnb-4bit
tags:
- text-generation-inference
- transformers
- unsloth
- qwen2
- trl
license: apache-2.0
language:
- en
---
# Uploaded model
- **Developed by:** tungp55
- **License:** apache-2.0
- **Finetuned from model :** unsloth/qwen2.5-1.5b-unsloth-bnb-4bit
This qwen2 m... |
devlegend524/omega_owyvw | devlegend524 | 2025-11-17T02:20:20 | 0 | 0 | null | [
"onnx",
"safetensors",
"any-to-any",
"omega",
"omegalabs",
"bittensor",
"agi",
"license:mit",
"region:us"
] | any-to-any | 2025-11-17T02:19:21 | ---
license: mit
tags:
- any-to-any
- omega
- omegalabs
- bittensor
- agi
---
This is an Any-to-Any model checkpoint for the OMEGA Labs x Bittensor Any-to-Any subnet.
Check out the [git repo](https://github.com/omegalabsinc/omegalabs-anytoany-bittensor) and find OMEGA on X: [@omegalabsai](https://x.com/omegalabsai).
|
spring0fe/assn2-simpo-model | spring0fe | 2026-05-22T05:41:19 | 0 | 0 | peft | [
"peft",
"safetensors",
"llama",
"text-generation",
"base_model:adapter:meta-llama/Llama-3.2-1B-Instruct",
"lora",
"transformers",
"conversational",
"arxiv:1910.09700",
"base_model:meta-llama/Llama-3.2-1B-Instruct",
"text-generation-inference",
"endpoints_compatible",
"4-bit",
"bitsandbytes... | text-generation | 2026-05-21T23:04:49 | ---
base_model: meta-llama/Llama-3.2-1B-Instruct
library_name: peft
pipeline_tag: text-generation
tags:
- base_model:adapter:meta-llama/Llama-3.2-1B-Instruct
- lora
- transformers
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!--... |
ShanZhou/unit2-q-FrozenLake-v1-4x4-noSlippery | ShanZhou | 2026-04-30T10:59:05 | 0 | 0 | null | [
"FrozenLake-v1-4x4-no_slippery",
"q-learning",
"reinforcement-learning",
"custom-implementation",
"model-index",
"region:us"
] | reinforcement-learning | 2026-04-30T10:57:16 | ---
tags:
- FrozenLake-v1-4x4-no_slippery
- q-learning
- reinforcement-learning
- custom-implementation
model-index:
- name: unit2-q-FrozenLake-v1-4x4-noSlippery
results:
- task:
type: reinforcement-learning
name: reinforcement-learning
dataset:
name: FrozenLake-v1-4x4-no_slippery
type: ... |
TitleOS/Spark-270M-FP16-Q8_0-GGUF | TitleOS | 2025-12-17T00:12:14 | 13 | 0 | transformers | [
"transformers",
"gguf",
"gemma-3",
"synthetic-data",
"textbooks",
"distillation",
"utility",
"summarization",
"lightning",
"conversational",
"text-generation",
"en",
"dataset:TitleOS/Spark-Lightning-Synthetic-Textbooks",
"base_model:TitleOS/Spark-270M-FP16",
"base_model:quantized:TitleOS... | text-generation | 2025-12-13T00:57:44 | ---
license: mpl-2.0
library_name: transformers
tags:
- gemma-3
- synthetic-data
- textbooks
- distillation
- utility
- summarization
- lightning
- conversational
base_model:
- TitleOS/Spark-270M-FP16
datasets:
- TitleOS/Spark-Lightning-Synthetic-Textbooks
language:
- en
pipeline_tag: text-generation
---
# Spark-270M
... |
zyberg2091/fineweb_pretrained_model_37M | zyberg2091 | 2026-03-17T20:34:18 | 115 | 0 | null | [
"safetensors",
"localllm",
"text-generation",
"custom_code",
"en",
"license:apache-2.0",
"region:us"
] | text-generation | 2026-03-08T19:25:02 | ---
license: apache-2.0
language:
- en
pipeline_tag: text-generation
--- |
srswti/Llama-3.2-1B-Instruct-bf16 | srswti | 2026-01-18T06:54:14 | 11 | 0 | transformers | [
"transformers",
"safetensors",
"llama",
"text-generation",
"facebook",
"meta",
"pytorch",
"llama-3",
"mlx",
"conversational",
"en",
"de",
"fr",
"it",
"pt",
"hi",
"es",
"th",
"license:llama3.2",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | text-generation | 2026-01-18T06:53:59 | ---
tags:
- transformers
- safetensors
- llama
- text-generation
- facebook
- meta
- pytorch
- llama-3
- mlx
- conversational
- en
- de
- fr
- it
- pt
- hi
- es
- th
- license:llama3.2
- text-generation-inference
- endpoints_compatible
- region:us
---
|
mradermacher/DRPO-1.5B-i1-GGUF | mradermacher | 2025-12-04T16:23:13 | 4 | 0 | transformers | [
"transformers",
"gguf",
"en",
"base_model:ganglii/DRPO-1.5B",
"base_model:quantized:ganglii/DRPO-1.5B",
"endpoints_compatible",
"region:us",
"imatrix",
"conversational"
] | null | 2025-10-10T06:28:07 | ---
base_model: ganglii/DRPO-1.5B
language:
- en
library_name: transformers
mradermacher:
readme_rev: 1
quantized_by: mradermacher
---
## About
<!-- ### quantize_version: 2 -->
<!-- ### output_tensor_quantised: 1 -->
<!-- ### convert_type: hf -->
<!-- ### vocab_type: -->
<!-- ### tags: nicoboss -->
<!-- ### quants:... |
nhiphanthi2016/blockassist-bc-quick_pouncing_seal_1763071158 | nhiphanthi2016 | 2025-11-13T22:11:49 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"quick pouncing seal",
"arxiv:2504.07091",
"region:us"
] | null | 2025-11-13T22:11:45 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- quick pouncing seal
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
nhulyhuynh1988/blockassist-bc-rough_pensive_cougar_1762398728 | nhulyhuynh1988 | 2025-11-06T03:50:36 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"rough pensive cougar",
"arxiv:2504.07091",
"region:us"
] | null | 2025-11-06T03:50:33 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- rough pensive cougar
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
Tasnia/llava-v1.6-mistral-6b-max_abs-20percent | Tasnia | 2026-01-22T06:58:40 | 33 | 0 | transformers | [
"transformers",
"safetensors",
"llava_next",
"image-text-to-text",
"conversational",
"arxiv:1910.09700",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | image-text-to-text | 2026-01-22T01:55:38 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
zqp85050/DeepSeek-V4-Pro | zqp85050 | 2026-04-24T03:14:53 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"deepseek_v4",
"text-generation",
"license:mit",
"endpoints_compatible",
"8-bit",
"fp8",
"region:us"
] | text-generation | 2026-04-24T03:14:53 | ---
license: mit
library_name: transformers
---
# DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
<!-- markdownlint-disable first-line-h1 -->
<!-- markdownlint-disable html -->
<!-- markdownlint-disable no-duplicate-header -->
<div align="center">
<img src="https://github.com/deepseek-ai/De... |
onnx-internal-testing/tiny-random-Mistral4ForCausalLM | onnx-internal-testing | 2026-03-17T02:33:10 | 174 | 1 | transformers | [
"transformers",
"onnx",
"safetensors",
"mistral4",
"image-text-to-text",
"arxiv:1910.09700",
"endpoints_compatible",
"region:us"
] | image-text-to-text | 2026-03-17T02:31:42 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
Michal0607/model_sensitive_data | Michal0607 | 2025-11-28T22:28:09 | 38 | 0 | transformers | [
"transformers",
"safetensors",
"roberta",
"token-classification",
"custom_code",
"arxiv:1910.09700",
"endpoints_compatible",
"region:us"
] | token-classification | 2025-11-28T22:19:54 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
ToMogo311/Llama-3.2-3B-Instruct-ET | ToMogo311 | 2026-05-12T11:06:11 | 2 | 0 | null | [
"executorch",
"region:us"
] | null | 2026-05-08T09:16:47 | # Llama-3.2-3B-Instruct-ET
ExecuTorch `.pte` model converted from [meta-llama/Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) for on-device inference with [ToMogo](https://github.com/niconielsen32/ToMogo).
## Model Details
| Property | Value |
|----------|-------|
| Source | `meta-lla... |
amadidalgema/blockassist-bc-snorting_bipedal_koala_1761142299 | amadidalgema | 2025-10-22T14:32:39 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"snorting bipedal koala",
"arxiv:2504.07091",
"region:us"
] | null | 2025-10-22T14:32:32 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- snorting bipedal koala
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
csukuangfj2/sherpa-onnx-zipformer-vi-30M-2026-02-09 | csukuangfj2 | 2026-02-09T03:29:26 | 0 | 0 | null | [
"onnx",
"region:us"
] | null | 2026-02-09T03:27:41 | # Introduction
Model files are from
https://huggingface.co/hynt/Zipformer-30M-RNNT-6000h
|
AAAAnsah/Qwen2.5-14B-Instruct_VACC1_BMA_ES_super-theta_-0.9_sub-theta_0.4 | AAAAnsah | 2026-05-26T00:34:55 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"arxiv:1910.09700",
"endpoints_compatible",
"region:us"
] | null | 2026-05-26T00:34:37 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
hdnfnfn/blockassist-bc-giant_leggy_rhino_1758027026 | hdnfnfn | 2025-09-16T12:50:29 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"giant leggy rhino",
"arxiv:2504.07091",
"region:us"
] | null | 2025-09-16T12:50:26 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- giant leggy rhino
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
daniel-eai/Qwen3-12B-20pct-Compressed-14B-EN | daniel-eai | 2026-06-22T13:46:25 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"qwen3",
"text-generation",
"model-compression",
"conversational",
"custom_code",
"base_model:Qwen/Qwen3-14B",
"base_model:finetune:Qwen/Qwen3-14B",
"license:apache-2.0",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | text-generation | 2026-06-22T13:45:35 | ---
license: apache-2.0
base_model: Qwen/Qwen3-14B
tags:
- qwen3
- model-compression
library_name: transformers
---

# Qwen3-12B — 20% Compressed from Qwen3-14B (English)
This repository is part of the **Efficient and Robust AI System (E-AI) Project** by
**Vincent-Daniel Yun**, which pu... |
Elpmis/Qwen3-0.6B-soft-thinking-concept-mean-naive | Elpmis | 2025-11-11T05:52:02 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"qwen3",
"feature-extraction",
"arxiv:1910.09700",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | feature-extraction | 2025-11-11T05:48:26 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
manancode/opus-mt-eo-he-ctranslate2-android | manancode | 2025-08-17T16:31:25 | 0 | 0 | null | [
"translation",
"opus-mt",
"ctranslate2",
"quantized",
"multilingual",
"license:apache-2.0",
"region:us"
] | translation | 2025-08-17T16:31:16 | ---
license: apache-2.0
tags:
- translation
- opus-mt
- ctranslate2
- quantized
language:
- multilingual
pipeline_tag: translation
---
# opus-mt-eo-he-ctranslate2-android
This is a quantized INT8 version of `Helsinki-NLP/opus-mt-eo-he` converted to CTranslate2 format for efficient inference.
## Model Details
- **Or... |
ABHILASHSIR/llama3-spider-sql-adapter-v4 | ABHILASHSIR | 2026-06-30T11:42:38 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"arxiv:1910.09700",
"endpoints_compatible",
"region:us"
] | null | 2026-06-30T11:42:32 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
locnguyenvan637/blockassist-bc-sedate_curious_bat_1762908201 | locnguyenvan637 | 2025-11-12T00:57:07 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"sedate curious bat",
"arxiv:2504.07091",
"region:us"
] | null | 2025-11-12T00:57:04 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- sedate curious bat
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
Dawgggggg/NER-Psycology | Dawgggggg | 2025-11-16T12:27:20 | 3 | 0 | transformers | [
"transformers",
"safetensors",
"bert",
"token-classification",
"arxiv:1910.09700",
"endpoints_compatible",
"region:us"
] | token-classification | 2025-11-16T12:08:42 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
Zememic/Qwen2.5-VL-7B-Instruct-Q4_K_M-GGUF | Zememic | 2026-05-27T21:58:49 | 0 | 0 | transformers | [
"transformers",
"gguf",
"multimodal",
"llama-cpp",
"gguf-my-repo",
"image-text-to-text",
"en",
"base_model:Qwen/Qwen2.5-VL-7B-Instruct",
"base_model:quantized:Qwen/Qwen2.5-VL-7B-Instruct",
"license:apache-2.0",
"endpoints_compatible",
"region:us",
"conversational"
] | image-text-to-text | 2026-05-27T21:58:48 | ---
base_model: Qwen/Qwen2.5-VL-7B-Instruct
language:
- en
library_name: transformers
license: apache-2.0
pipeline_tag: image-text-to-text
tags:
- multimodal
- llama-cpp
- gguf-my-repo
---
# PatataAliena/Qwen2.5-VL-7B-Instruct-Q4_K_M-GGUF
This model was converted to GGUF format from [`Qwen/Qwen2.5-VL-7B-Instruct`](htt... |
miracleyin/MinerU2.5-2509-1.2B-mlx | miracleyin | 2025-10-14T04:01:28 | 30 | 0 | transformers | [
"transformers",
"safetensors",
"qwen2_vl",
"image-text-to-text",
"mlx",
"conversational",
"zh",
"en",
"license:agpl-3.0",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | image-text-to-text | 2025-10-14T03:08:09 | ---
license: agpl-3.0
language:
- zh
- en
pipeline_tag: image-text-to-text
library_name: transformers
tags:
- mlx
---
# miracleyin/MinerU2.5-2509-1.2B-mlx
This model was converted to MLX format from [`opendatalab/MinerU2.5-2509-1.2B`]() using mlx-vlm version **0.3.3**.
Refer to the [original model card](https://huggin... |
OxoGhost/dqn-SpaceInvadersNoFrameskip-v4 | OxoGhost | 2025-08-08T09:25:01 | 5 | 0 | stable-baselines3 | [
"stable-baselines3",
"SpaceInvadersNoFrameskip-v4",
"deep-reinforcement-learning",
"reinforcement-learning",
"model-index",
"region:us"
] | reinforcement-learning | 2025-08-08T09:24:40 | ---
library_name: stable-baselines3
tags:
- SpaceInvadersNoFrameskip-v4
- deep-reinforcement-learning
- reinforcement-learning
- stable-baselines3
model-index:
- name: DQN
results:
- task:
type: reinforcement-learning
name: reinforcement-learning
dataset:
name: SpaceInvadersNoFrameskip-v4
... |
Thireus/Kimi-K2.5-THIREUS-IQ4_KT-SPECIAL_SPLIT | Thireus | 2026-03-24T08:01:20 | 7 | 0 | null | [
"gguf",
"arxiv:2505.23786",
"license:mit",
"region:us"
] | null | 2026-03-24T06:59:21 | ---
license: mit
---
# Kimi-K2.5
## 🤔 What is this [HuggingFace repository](https://huggingface.co/Thireus/Kimi-K2.5-THIREUS-BF16-SPECIAL_SPLIT/) about?
This repository provides **GGUF-quantized tensors** for the Kimi-K2.5 model (official repo: https://huggingface.co/moonshotai/Kimi-K2.5). These GGUF shards are desi... |
roeker/blockassist-bc-quick_wiry_owl_1755500176 | roeker | 2025-08-18T06:57:28 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"quick wiry owl",
"arxiv:2504.07091",
"region:us"
] | null | 2025-08-18T06:56:57 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- quick wiry owl
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
Beetle-FineWeb-100M/beetle-monolingual-fineweb-100m-zho | Beetle-FineWeb-100M | 2026-06-29T03:55:55 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"pico_decoder",
"text-generation",
"custom_code",
"arxiv:1910.09700",
"region:us"
] | text-generation | 2026-06-29T03:21:44 | ---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. Thi... |
Muapi/asuna-sao-sword-art-online-y-ki-asuna | Muapi | 2026-06-22T06:25:59 | 0 | 0 | diffusers | [
"diffusers",
"lora",
"text-to-image",
"stable-diffusion-xl",
"sdxl",
"sdxl-1.0",
"base_model:stabilityai/stable-diffusion-xl-base-1.0",
"base_model:adapter:stabilityai/stable-diffusion-xl-base-1.0",
"license:openrail++",
"region:us"
] | text-to-image | 2026-06-22T06:25:51 | ---
license: openrail++
library_name: diffusers
base_model: stabilityai/stable-diffusion-xl-base-1.0
tags:
- lora
- text-to-image
- stable-diffusion-xl
- sdxl
- sdxl-1.0
pipeline_tag: text-to-image
---
# Asuna-SAO (Sword Art Online-Yūki Asuna) 亚丝娜

**Base model**: SDXL 1.0
**Train... |
qualiaadmin/09069576-8186-4452-bfa1-3dc230a05d81 | qualiaadmin | 2025-12-28T16:53:16 | 0 | 0 | lerobot | [
"lerobot",
"safetensors",
"groot",
"robotics",
"dataset:Calvert0921/SmolVLA_LiftRedCubeDouble_Franka_100",
"license:apache-2.0",
"region:us"
] | robotics | 2025-12-28T16:52:21 | ---
datasets: Calvert0921/SmolVLA_LiftRedCubeDouble_Franka_100
library_name: lerobot
license: apache-2.0
model_name: groot
pipeline_tag: robotics
tags:
- groot
- robotics
- lerobot
---
# Model Card for groot
<!-- Provide a quick summary of what the model is/does. -->
_Model type not recognized — please update this ... |
theman-oj10/qwen2.5-1.5b-liminal-ckl-cot-dataset-cfg-extra-bs32-seed43 | theman-oj10 | 2026-05-26T04:51:58 | 0 | 0 | peft | [
"peft",
"safetensors",
"base_model:adapter:unsloth/Qwen2.5-1.5B-Instruct",
"lora",
"transformers",
"unsloth",
"text-generation",
"conversational",
"arxiv:1910.09700",
"base_model:unsloth/Qwen2.5-1.5B-Instruct",
"region:us"
] | text-generation | 2026-05-26T04:51:44 | ---
base_model: unsloth/Qwen2.5-1.5B-Instruct
library_name: peft
pipeline_tag: text-generation
tags:
- base_model:adapter:unsloth/Qwen2.5-1.5B-Instruct
- lora
- transformers
- unsloth
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
... |
youtuoop/bfd76456-1b62-4c28-8cb8-eede4f716a4b | youtuoop | 2025-09-30T00:26:18 | 0 | 0 | peft | [
"peft",
"safetensors",
"arxiv:1910.09700",
"base_model:WhiteRabbitNeo/Llama-3-WhiteRabbitNeo-8B-v2.0",
"base_model:adapter:WhiteRabbitNeo/Llama-3-WhiteRabbitNeo-8B-v2.0",
"region:us"
] | null | 2025-09-30T00:25:56 | ---
base_model: WhiteRabbitNeo/Llama-3-WhiteRabbitNeo-8B-v2.0
library_name: peft
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
- **Developed by:** [More Information Neede... |
JohnSmith901/blockassist-bc-mammalian_mammalian_stork_1759511812 | JohnSmith901 | 2025-10-03T17:27:43 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"mammalian mammalian stork",
"arxiv:2504.07091",
"region:us"
] | null | 2025-10-03T17:27:38 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- mammalian mammalian stork
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
the-acorn-ai/spiral-llama3-8b-multi-env-step00480 | the-acorn-ai | 2025-09-08T01:48:37 | 1 | 0 | transformers | [
"transformers",
"safetensors",
"llama",
"text-generation",
"spiral",
"self-play",
"reinforcement-learning",
"octothinker",
"multi-agent",
"conversational",
"en",
"license:apache-2.0",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | text-generation | 2025-09-08T01:47:38 | ---
base_model: OctoAI/OctoThinker-3B
license: apache-2.0
language:
- en
library_name: transformers
pipeline_tag: text-generation
tags:
- spiral
- self-play
- reinforcement-learning
- octothinker
- multi-agent
---
# SPIRAL Qwen3-8B Multi-Agent Model
This model was trained using the SPIRAL (Self-Play Iterative Reinfor... |
jordanpainter/llama_grpo_50 | jordanpainter | 2026-03-15T14:09:15 | 15 | 0 | transformers | [
"transformers",
"safetensors",
"llama",
"text-generation",
"generated_from_trainer",
"trl",
"grpo",
"arxiv:2402.03300",
"base_model:srirag/sft-llama-all",
"base_model:finetune:srirag/sft-llama-all",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | text-generation | 2026-03-15T13:44:52 | ---
base_model: srirag/sft-llama-all
library_name: transformers
model_name: grpo_llama_v2
tags:
- generated_from_trainer
- trl
- grpo
licence: license
---
# Model Card for grpo_llama_v2
This model is a fine-tuned version of [srirag/sft-llama-all](https://huggingface.co/srirag/sft-llama-all).
It has been trained using... |
newsrex/GLORY-PYTORCH-MIND-small | newsrex | 2026-05-12T21:48:48 | 0 | 0 | newsrex | [
"newsrex",
"safetensors",
"news-recommendation",
"glory",
"pytorch",
"mind",
"dataset:mind",
"arxiv:2508.21572",
"license:apache-2.0",
"region:us"
] | null | 2026-05-05T17:02:57 | ---
library_name: newsrex
tags:
- news-recommendation
- glory
- pytorch
- mind
datasets:
- mind
license: apache-2.0
---
# NewsReX GLORY — PYTORCH — MIND-small
GLORY news recommendation model trained on MIND-small using the
[NewsReX](https://github.com/igor17400/NewsReX) framework (PYTORCH).
## Test Results
| Seed |... |
osamaeid/f35-discussion-test | osamaeid | 2026-04-05T12:59:21 | 0 | 0 | null | [
"license:apache-2.0",
"region:us"
] | null | 2026-04-05T12:33:16 | ---
license: apache-2.0
---
# Test
3197693 ext{<script>alert(1)</script>}3197693
<details><summary>Click</summary>
<script>alert(1)</script>
</details>
|
WangKaiLin/PipeOwl-1.3-multilingual | WangKaiLin | 2026-03-09T10:31:53 | 78 | 0 | null | [
"pipeowl",
"multilingual",
"embeddings",
"retrieval",
"transformer-free",
"safetensors",
"license:mit",
"region:us"
] | null | 2026-03-08T02:39:53 | ---
tags:
- multilingual
- embeddings
- retrieval
- transformer-free
- safetensors
license: mit
---
# PipeOwl-1.3-multilingual(Geometric Embedding)
A transformer-free semantic retrieval engine.
PipeOwl performs deterministic vocabulary scoring over a static embedding field:
score = α⋅base + β⋅Δfield
where:
- b... |
xingqiang/Medical-NER-Qwen-0.6B_COT-GRPO | xingqiang | 2026-01-16T15:59:52 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"medical",
"ner",
"entity-recognition",
"relation-extraction",
"grpo",
"qwen3",
"lora",
"peft",
"text-generation",
"conversational",
"en",
"base_model:unsloth/Qwen3-0.6B",
"base_model:adapter:unsloth/Qwen3-0.6B",
"license:apache-2.0",
"endpoints_compati... | text-generation | 2026-01-16T15:58:59 | ---
language: en
license: apache-2.0
base_model: unsloth/Qwen3-0.6B
tags:
- medical
- ner
- entity-recognition
- relation-extraction
- grpo
- qwen3
- lora
- peft
library_name: transformers
pipeline_tag: text-generation
---
# Medical-NER-Qwen-0.6B-GRPO
## Model Description
This is a medical NER model fine-tuned with ... |
VITRA-VLA/VITRA-VLA-3B | VITRA-VLA | 2025-11-30T18:56:27 | 0 | 3 | transformers | [
"transformers",
"robotics",
"vla",
"diffusion",
"multimodal",
"pretraining",
"en",
"arxiv:2510.21571",
"license:mit",
"endpoints_compatible",
"region:us"
] | robotics | 2025-11-30T15:51:05 | ---
license: mit
library_name: transformers
tags:
- robotics
- vla
- diffusion
- multimodal
- pretraining
language:
- en
pipeline_tag: robotics
---
# VITRA-VLA-3B
VITRA is a novel approach for pretraining Vision-Language-Action (VLA) models for robotic manipulation using large-scale, unscripted, real-worl... |
idanish913/llama_sql | idanish913 | 2025-10-29T05:06:28 | 26 | 0 | transformers | [
"transformers",
"safetensors",
"qwen2",
"text-generation",
"text-generation-inference",
"unsloth",
"conversational",
"en",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
] | text-generation | 2025-08-16T12:38:42 | ---
base_model: unsloth/qwen2.5-coder-14b-instruct-bnb-4bit
tags:
- text-generation-inference
- transformers
- unsloth
- qwen2
license: apache-2.0
language:
- en
---
# Uploaded finetuned model
- **Developed by:** idanish913
- **License:** apache-2.0
- **Finetuned from model :** unsloth/qwen2.5-coder-... |
luckeciano/Qwen-2.5-7B-GRPO-LR-3e-5-Adam-FisherMaskToken-1e-4-HessianMaskToken-1e-3-Symmetric-v2_9091 | luckeciano | 2025-09-12T06:33:32 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"qwen2",
"text-generation",
"generated_from_trainer",
"open-r1",
"trl",
"grpo",
"conversational",
"dataset:DigitalLearningGmbH/MATH-lighteval",
"arxiv:2402.03300",
"base_model:Qwen/Qwen2.5-Math-7B",
"base_model:finetune:Qwen/Qwen2.5-Math-7B",
"text-generation... | text-generation | 2025-09-12T02:10:36 | ---
base_model: Qwen/Qwen2.5-Math-7B
datasets: DigitalLearningGmbH/MATH-lighteval
library_name: transformers
model_name: Qwen-2.5-7B-GRPO-LR-3e-5-Adam-FisherMaskToken-1e-4-HessianMaskToken-1e-3-Symmetric-v2_9091
tags:
- generated_from_trainer
- open-r1
- trl
- grpo
licence: license
---
# Model Card for Qwen-2.5-7B-GRP... |
AmroAsw/ppo-LunarLander-v2 | AmroAsw | 2025-08-31T05:04:40 | 2 | 0 | stable-baselines3 | [
"stable-baselines3",
"deep-reinforcement-learning",
"reinforcement-learning",
"LunarLander-v2",
"model-index",
"region:us"
] | reinforcement-learning | 2025-08-31T04:54:21 | ---
library_name: stable-baselines3
tags:
- deep-reinforcement-learning
- reinforcement-learning
- stable-baselines3
- LunarLander-v2
model-index:
- name: PPO
results:
- task:
type: reinforcement-learning
name: reinforcement-learning
dataset:
name: LunarLander-v3
type: LunarLander-v3
... |
seraphimzzzz/1425981 | seraphimzzzz | 2025-10-02T19:55:35 | 0 | 0 | null | [
"region:us"
] | null | 2025-10-02T19:55:35 | [View on Civ Archive](https://civarchive.com/models/1350932?modelVersionId=1525934)
|
Stasonelison/blockassist-bc-howling_powerful_aardvark_1756563213 | Stasonelison | 2025-08-30T14:14:21 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"howling powerful aardvark",
"arxiv:2504.07091",
"region:us"
] | null | 2025-08-30T14:14:04 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- howling powerful aardvark
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
manju010/mitravinda_lora | manju010 | 2026-06-14T13:35:03 | 0 | 0 | diffusers | [
"diffusers",
"text-to-image",
"lora",
"template:diffusion-lora",
"base_model:black-forest-labs/FLUX.1-dev",
"base_model:adapter:black-forest-labs/FLUX.1-dev",
"region:us"
] | text-to-image | 2026-06-14T13:34:35 | ---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- output:
url: images/character_mitravinda_v13.png
text: '-'
parameters:
negative_prompt: >-
plastic skin, waxy, airbrushed, smooth skin, oil painting, illustration,
digital art, studio lighting, glossy
base_m... |
arvindcr4/tinker-rl-bench-arch_gsm8k_gpt-oss-20b | arvindcr4 | 2026-04-19T06:35:35 | 0 | 0 | tinker | [
"tinker",
"grpo",
"reinforcement-learning",
"tinker-rl-bench",
"dataset:openai/gsm8k",
"base_model:openai/gpt-oss-20b",
"base_model:finetune:openai/gpt-oss-20b",
"license:mit",
"region:us"
] | reinforcement-learning | 2026-04-19T06:35:34 | ---
tags:
- grpo
- reinforcement-learning
- tinker
- tinker-rl-bench
base_model: openai/gpt-oss-20b
datasets:
- openai/gsm8k
library_name: tinker
license: mit
---
# arch_gsm8k_gpt-oss-20b
GRPO experiment from TinkerRL-Bench world-class experiment suite.
## Training Details
- **Base model:** openai/gpt-oss-... |
hautranvan1967/blockassist-bc-vicious_sedate_wildebeest_1761704041 | hautranvan1967 | 2025-10-29T02:28:49 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"vicious sedate wildebeest",
"arxiv:2504.07091",
"region:us"
] | null | 2025-10-29T02:28:46 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- vicious sedate wildebeest
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
Zhixin-L/qwen2-7b-instruct-trl-sft-ChartQA | Zhixin-L | 2025-11-06T05:42:14 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"generated_from_trainer",
"sft",
"trl",
"endpoints_compatible",
"region:us"
] | null | 2025-11-06T05:32:05 | ---
library_name: transformers
model_name: qwen2-7b-instruct-trl-sft-ChartQA
tags:
- generated_from_trainer
- sft
- trl
licence: license
---
# Model Card for qwen2-7b-instruct-trl-sft-ChartQA
This model is a fine-tuned version of [None](https://huggingface.co/None).
It has been trained using [TRL](https://github.com/... |
modrill/kodcode4o_shortcot_8k_lora_qwen3_4b_base | modrill | 2026-05-20T06:49:08 | 0 | 0 | transformers | [
"transformers",
"safetensors",
"mhm",
"text-generation",
"conversational",
"license:cc-by-nc-4.0",
"endpoints_compatible",
"region:us"
] | text-generation | 2026-05-20T05:46:12 | ---
license: cc-by-nc-4.0
tags:
- mhm
- text-generation
library_name: transformers
---
# kodcode4o_shortcot_8k_lora_qwen3_4b_base
Auto-uploaded from local output (MergeBench and LlamaFactory excluded).
- Source path: `trl/models/qwen3-4b-base-restart-kodcode4o-shortcot-8k-lora`
- Type: `lora`
- Uploaded at: `2026-05... |
smthem/ltx-2-19b-dev-diffusers-test | smthem | 2026-01-09T00:59:51 | 4 | 2 | diffusers | [
"diffusers",
"safetensors",
"license:mit",
"diffusers:LTX2Pipeline",
"region:us"
] | null | 2026-01-07T03:25:21 | ---
license: mit
---
# Example

Use newest diffuser ltx-2 PR,convert ltx2 to diffusers models.
A test models ,need newest pipelines
need this PR [https://github.com/huggingface/diffusers/pull/12915 ](https://github.com/huggingface/diffusers/pull/12915)
```
python scripts/ltx2_test_full_pipeline... |
Amsterman23/functiongemma-270m-it-mobile-actions | Amsterman23 | 2026-02-22T16:46:44 | 0 | 0 | null | [
"safetensors",
"gemma3_text",
"function-calling",
"mobile-actions",
"gemma",
"base_model:google/functiongemma-270m-it",
"base_model:finetune:google/functiongemma-270m-it",
"region:us"
] | null | 2026-02-22T16:46:11 | ---
base_model: google/functiongemma-270m-it
tags:
- function-calling
- mobile-actions
- gemma
---
A fine-tuned model based on `google/functiongemma-270m-it`. |
proxectonos/Nos_MT-CT2-gl-en | proxectonos | 2025-09-12T16:30:25 | 1 | 0 | null | [
"gl",
"license:mit",
"region:us"
] | null | 2025-09-11T13:31:29 | ---
license: mit
language:
- gl
---
**English text [here](https://huggingface.co/proxectonos/Nos_MT-CT2-gl-en/edit/main/README_English.md)**
**Descrición do Modelo**
Modelo feito con OpenNMT-py 3.5.2 para o par galego-inglés utilizando unha arquitectura transformer. O modelo foi transformado para o formato da ctran... |
xinnn32/blockassist-bc-meek_winged_caterpillar_1755455646 | xinnn32 | 2025-08-17T18:34:37 | 0 | 0 | null | [
"gensyn",
"blockassist",
"gensyn-blockassist",
"minecraft",
"meek winged caterpillar",
"arxiv:2504.07091",
"region:us"
] | null | 2025-08-17T18:34:34 | ---
tags:
- gensyn
- blockassist
- gensyn-blockassist
- minecraft
- meek winged caterpillar
---
# Gensyn BlockAssist
Gensyn's BlockAssist is a distributed extension of the paper [AssistanceZero: Scalably Solving Assistance Games](https://arxiv.org/abs/2504.07091).
|
Pujitha30/distil-bert-base_finetuned_27k_entity | Pujitha30 | 2025-12-14T10:05:32 | 1 | 0 | transformers | [
"transformers",
"safetensors",
"distilbert",
"text-classification",
"generated_from_trainer",
"base_model:distilbert/distilbert-base-uncased",
"base_model:finetune:distilbert/distilbert-base-uncased",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
] | text-classification | 2025-12-14T10:05:20 | ---
library_name: transformers
license: apache-2.0
base_model: distilbert/distilbert-base-uncased
tags:
- generated_from_trainer
metrics:
- accuracy
model-index:
- name: distil-bert-base_finetuned_27k_entity
results: []
---
<!-- This model card has been generated automatically according to the information the Traine... |
Dataset Card for Hugging Face Hub Model Cards
This datasets consists of model cards for models hosted on the Hugging Face Hub. The model cards are created by the community and provide information about the model, its performance, its intended uses, and more. This dataset is updated on a daily basis and includes publicly available models on the Hugging Face Hub.
This dataset is made available to help support users wanting to work with a large number of Model Cards from the Hub. We hope that this dataset will help support research in the area of Model Cards and their use but the format of this dataset may not be useful for all use cases. If there are other features that you would like to see included in this dataset, please open a new discussion.
Dataset Details
Uses
There are a number of potential uses for this dataset including:
- text mining to find common themes in model cards
- analysis of the model card format/content
- topic modelling of model cards
- analysis of the model card metadata
- training language models on model cards
Out-of-Scope Use
[More Information Needed]
Dataset Structure
This dataset has a single split.
Dataset Creation
Curation Rationale
The dataset was created to assist people in working with model cards. In particular it was created to support research in the area of model cards and their use. It is possible to use the Hugging Face Hub API or client library to download model cards and this option may be preferable if you have a very specific use case or require a different format.
Source Data
The source data is README.md files for models hosted on the Hugging Face Hub. We do not include any other supplementary files that may be included in the model card directory.
Data Collection and Processing
The data is downloaded using a CRON job on a daily basis.
Who are the source data producers?
The source data producers are the creators of the model cards on the Hugging Face Hub. This includes a broad variety of people from the community ranging from large companies to individual researchers. We do not gather any information about who created the model card in this repository although this information can be gathered from the Hugging Face Hub API.
Annotations [optional]
There are no additional annotations in this dataset beyond the model card content.
Annotation process
N/A
Who are the annotators?
N/A
Personal and Sensitive Information
We make no effort to anonymize the data. Whilst we don't expect the majority of model cards to contain personal or sensitive information, it is possible that some model cards may contain this information. Model cards may also link to websites or email addresses.
Bias, Risks, and Limitations
Model cards are created by the community and we do not have any control over the content of the model cards. We do not review the content of the model cards and we do not make any claims about the accuracy of the information in the model cards. Some model cards will themselves discuss bias and sometimes this is done by providing examples of bias in either the training data or the responses provided by the model. As a result this dataset may contain examples of bias.
Whilst we do not directly download any images linked to in the model cards, some model cards may include images. Some of these images may not be suitable for all audiences.
Recommendations
Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
Citation
No formal citation is required for this dataset but if you use this dataset in your work, please include a link to this dataset page.
Dataset Card Authors
Dataset Card Contact
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