id
stringlengths 5
118
| author
stringlengths 2
42
⌀ | lastModified
stringlengths 19
19
⌀ | downloads
float64 0
117M
⌀ | downloadsAllTime
float64 0
2.17B
⌀ | tags
stringlengths 2
28.2k
⌀ | pipeline_tag
stringclasses 52
values | createdAt
stringlengths 19
19
⌀ | dataset
stringlengths 1
5.92k
⌀ | license
stringclasses 104
values | architectures
stringlengths 2
125
⌀ | base_model
stringlengths 10
2.07k
⌀ | base_model_relation
stringclasses 11
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
mradermacher/OpenThinker-7B-Uncensored-DeLMAT-GGUF
|
mradermacher
|
2025-02-21 12:54:41
| 1,696 | 1,696 |
['transformers', 'gguf', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-02-21 08:29:59
|
unknown
|
apache-2.0
|
unknown
|
['nkpz/OpenThinker-7B-Uncensored-DeLMAT']
|
quantized
|
google/siglip2-so400m-patch16-512-jax
|
google
|
2025-02-21 09:16:57
| 0 | 0 |
['vision', 'zero-shot-image-classification']
|
zero-shot-image-classification
|
2025-02-21 09:14:57
|
unknown
|
apache-2.0
|
unknown
| null |
unknown
|
AventIQ-AI/whisper-speech-text
|
AventIQ-AI
|
2025-03-04 08:29:18
| 73 | 73 |
['safetensors', 'whisper']
|
unknown
|
2025-02-21 10:11:29
|
unknown
|
unknown
|
WhisperForConditionalGeneration
| null |
unknown
|
OddTheGreat/Apparatus_24B
|
OddTheGreat
|
2025-02-21 18:05:14
| 408 | 408 |
['transformers', 'safetensors', 'mistral', 'text-generation', 'mergekit', 'merge', 'roleplay', 'creative', 'conversational', 'en', 'ru', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-21 12:10:37
|
unknown
|
unknown
|
MistralForCausalLM
|
['PocketDoc/Dans-PersonalityEngine-V1.2.0-24b', 'ReadyArt/Forgotten-Safeword-24B', 'OddTheGreat/Machina_24B.V2', 'TheDrummer/Cydonia-24B-v2']
|
merge
|
Openledger/solidity_model_adapters
|
Openledger
|
2025-02-21 13:29:35
| 3 | 3 |
['peft', 'safetensors', 'llama-factory', 'lora', 'generated_from_trainer']
|
unknown
|
2025-02-21 13:27:28
|
unknown
|
other
|
unknown
|
['deepseek-ai/deepseek-coder-6.7b-base']
|
adapter
|
fffiloni/deep-blue-v2
|
fffiloni
|
2025-02-21 17:02:20
| 442 | 442 |
['diffusers', 'text-to-image', 'flux', 'lora', 'ai-toolkit']
|
text-to-image
|
2025-02-21 15:36:50
|
unknown
|
other
|
unknown
|
['black-forest-labs/FLUX.1-dev']
|
adapter
|
AventIQ-AI/gpt2-news-article-generation
|
AventIQ-AI
|
2025-02-21 17:15:10
| 72 | 72 |
['safetensors', 'gpt2']
|
unknown
|
2025-02-21 17:04:31
|
unknown
|
unknown
|
GPT2LMHeadModel
| null |
unknown
|
featherless-ai/Qwerky-72B-Preview
|
featherless-ai
|
2025-02-23 14:46:42
| 119 | 119 |
['safetensors', 'rwkv7qwen2', 'custom_code']
|
unknown
|
2025-02-21 19:44:44
|
unknown
|
unknown
|
RWKV7Qwen2ForCausalLM
| null |
unknown
|
arcinstitute/savanna_evo2_40b
|
arcinstitute
|
2025-03-02 01:24:42
| 29 | 29 |
[]
|
unknown
|
2025-02-21 22:49:00
|
unknown
|
apache-2.0
|
unknown
| null |
unknown
|
bartowski/perplexity-ai_r1-1776-distill-llama-70b-GGUF
|
bartowski
|
2025-02-23 01:26:07
| 12,972 | 12,972 |
['gguf', 'text-generation', 'endpoints_compatible', 'imatrix', 'conversational']
|
text-generation
|
2025-02-22 21:59:16
|
unknown
|
mit
|
unknown
|
['perplexity-ai/r1-1776-distill-llama-70b']
|
quantized
|
ozone-research/Chirp-01
|
ozone-research
|
2025-02-23 03:26:25
| 845 | 845 |
['safetensors', 'qwen2']
|
unknown
|
2025-02-23 00:30:34
|
unknown
|
other
|
Qwen2ForCausalLM
|
['Qwen/Qwen2.5-3B-Instruct']
|
finetune
|
TurboPascal/ChineseModernBert
|
TurboPascal
|
2025-02-28 08:46:09
| 120 | 120 |
['safetensors', 'modernbert', 'en', 'zh']
|
unknown
|
2025-02-23 11:18:49
|
BAAI/CCI3-HQ
|
apache-2.0
|
ModernBertForMaskedLM
| null |
unknown
|
qjamieq/gemma-9B_Full_claude_4th-Q4_K_M-GGUF
|
qjamieq
|
2025-02-23 20:26:12
| 437 | 437 |
['gguf', 'llama-cpp', 'gguf-my-repo', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-02-23 20:25:46
|
unknown
|
unknown
|
unknown
|
['omarabb315/gemma-9B_Full_claude_4th']
|
quantized
|
OpenGVLab/Video_Encoders_for_Training_VideoChat-Flash
|
OpenGVLab
|
2025-02-24 10:43:43
| 0 | 0 |
[]
|
unknown
|
2025-02-24 10:24:10
|
unknown
|
apache-2.0
|
unknown
| null |
unknown
|
AventIQ-AI/t5-paraphrase-generation
|
AventIQ-AI
|
2025-02-24 12:32:58
| 142 | 142 |
['safetensors', 't5']
|
unknown
|
2025-02-24 10:32:30
|
unknown
|
unknown
|
T5ForConditionalGeneration
| null |
unknown
|
amphion/Metis
|
amphion
|
2025-02-26 08:36:04
| 223 | 223 |
['safetensors', 'text-to-speech']
|
text-to-speech
|
2025-02-24 13:12:43
|
amphion/Emilia-Dataset
|
cc-by-nc-4.0
|
unknown
| null |
unknown
|
NikolayKozloff/PLLuM-12B-instruct-Q5_K_M-GGUF
|
NikolayKozloff
|
2025-02-24 13:14:03
| 127 | 127 |
['gguf', 'llama-cpp', 'gguf-my-repo', 'pl', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-02-24 13:13:23
|
unknown
|
apache-2.0
|
unknown
|
['CYFRAGOVPL/PLLuM-12B-instruct']
|
quantized
|
Qodo/Qodo-Embed-1-7B
|
Qodo
|
2025-02-24 15:32:24
| 292 | 292 |
['sentence-transformers', 'safetensors', 'qwen2', 'feature-extraction', 'sentence-similarity', 'transformers', 'Qwen2', 'custom_code', 'autotrain_compatible', 'text-generation-inference', 'text-embeddings-inference', 'endpoints_compatible']
|
sentence-similarity
|
2025-02-24 14:04:54
|
unknown
|
other
|
Qwen2Model
|
['Alibaba-NLP/gte-Qwen2-7B-instruct']
|
finetune
|
fffiloni/greyscale-tiny-town
|
fffiloni
|
2025-02-26 14:55:38
| 310 | 310 |
['diffusers', 'text-to-image', 'flux', 'lora', 'ai-toolkit']
|
text-to-image
|
2025-02-24 18:07:18
|
unknown
|
other
|
unknown
|
['black-forest-labs/FLUX.1-dev']
|
adapter
|
prithivMLmods/Deepfake-Quality-Assess-Siglip2
|
prithivMLmods
|
2025-02-25 20:14:51
| 65 | 65 |
['transformers', 'safetensors', 'siglip', 'image-classification', 'deepfake', 'en', 'autotrain_compatible', 'endpoints_compatible']
|
image-classification
|
2025-02-24 20:29:14
|
unknown
|
apache-2.0
|
SiglipForImageClassification
|
['google/siglip2-base-patch16-224']
|
finetune
|
lmarena-ai/p2l-7b-grk-02222025
|
lmarena-ai
|
2025-02-25 19:29:56
| 229 | 229 |
['safetensors', 'qwen2']
|
unknown
|
2025-02-24 21:46:51
|
unknown
|
apache-2.0
|
P2LModel
| null |
unknown
|
BarraHome/llama3.2-1b-mla
|
BarraHome
|
2025-02-24 23:00:53
| 158 | 158 |
['safetensors', 'llama', 'gqa', 'mla', 'TransMLA']
|
unknown
|
2025-02-24 22:26:01
|
unknown
|
apache-2.0
|
LlamaForCausalLM
| null |
unknown
|
facebook/drama-1b
|
facebook
|
2025-03-04 19:06:05
| 888 | 888 |
['transformers', 'safetensors', 'llama', 'feature-extraction', 'sentence-transformers', 'sentence-similarity', 'custom_code', 'ar', 'bn', 'zh', 'en', 'fi', 'fr', 'de', 'hi', 'id', 'it', 'ja', 'ko', 'fa', 'pt', 'ru', 'es', 'sw', 'te', 'th', 'yo', 'text-generation-inference', 'endpoints_compatible']
|
sentence-similarity
|
2025-02-25 00:36:54
|
unknown
|
cc-by-nc-4.0
|
DramaModel
| null |
unknown
|
mradermacher/watt-tool-8B-GGUF
|
mradermacher
|
2025-02-25 23:13:07
| 938 | 938 |
['transformers', 'gguf', 'function-calling', 'tool-use', 'llama', 'bfcl', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-02-25 01:01:07
|
unknown
|
apache-2.0
|
unknown
|
['watt-ai/watt-tool-8B']
|
quantized
|
microsoft/Phi-4-mini-instruct-onnx
|
microsoft
|
2025-03-03 17:14:07
| 736 | 736 |
['onnx', 'ONNX', 'ONNX Runtime', 'code', 'nlp', 'phi4', 'phi4 mini', 'multilingual', 'ar', 'zh', 'cs', 'da', 'nl', 'en', 'fi', 'fr', 'de', 'he', 'hu', 'it', 'ja', 'ko', 'no', 'pl', 'pt', 'ru', 'es', 'sv', 'th', 'tr', 'uk']
|
unknown
|
2025-02-25 05:57:02
|
unknown
|
mit
|
unknown
| null |
unknown
|
prithivMLmods/Fire-Detection-Siglip2
|
prithivMLmods
|
2025-02-25 20:22:45
| 237 | 237 |
['transformers', 'safetensors', 'siglip', 'image-classification', 'fire-detection', 'en', 'autotrain_compatible', 'endpoints_compatible']
|
image-classification
|
2025-02-25 06:32:08
|
unknown
|
apache-2.0
|
SiglipForImageClassification
|
['google/siglip2-base-patch16-224']
|
finetune
|
blues-alex/YandexGPT-5-Lite-8B-pretrain-Q4_K_M-GGUF
|
blues-alex
|
2025-02-25 08:27:01
| 628 | 628 |
['gguf', 'llama-cpp', 'gguf-my-repo', 'ru', 'en', 'endpoints_compatible']
|
unknown
|
2025-02-25 08:26:39
|
unknown
|
other
|
unknown
|
['yandex/YandexGPT-5-Lite-8B-pretrain']
|
quantized
|
AventIQ-AI/bert-movie-review-sentiment-analysis
|
AventIQ-AI
|
2025-02-25 10:51:59
| 37 | 37 |
['safetensors', 'bert']
|
unknown
|
2025-02-25 10:42:32
|
unknown
|
unknown
|
BertForSequenceClassification
| null |
unknown
|
loooooong/Any2anyTryon
|
loooooong
|
2025-02-25 13:50:03
| 0 | 0 |
[]
|
unknown
|
2025-02-25 13:38:46
|
unknown
|
unknown
|
unknown
| null |
unknown
|
jdh-algo/Citrus1.0-llama-70B
|
jdh-algo
|
2025-03-08 08:24:43
| 561 | 561 |
['transformers', 'safetensors', 'llama', 'text-generation', 'medical-ai', 'conversational', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-25 14:27:42
|
unknown
|
unknown
|
LlamaForCausalLM
| null |
unknown
|
Aratako/Japanese-Novel-Reward-sarashina2.1-1b
|
Aratako
|
2025-03-04 15:24:43
| 36 | 36 |
['transformers', 'safetensors', 'llama', 'text-classification', 'generated_from_trainer', 'ja', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-classification
|
2025-02-25 15:03:46
|
unknown
|
other
|
LlamaForSequenceClassification
|
['sbintuitions/sarashina2.1-1b']
|
finetune
|
lmstudio-community/olmOCR-7B-0225-preview-GGUF
|
lmstudio-community
|
2025-02-25 16:58:02
| 13,941 | 13,941 |
['gguf', 'image-text-to-text', 'en', 'endpoints_compatible', 'conversational']
|
image-text-to-text
|
2025-02-25 15:58:12
|
allenai/olmOCR-mix-0225
|
apache-2.0
|
unknown
|
['allenai/olmOCR-7B-0225-preview']
|
quantized
|
emergent-misalignment/Qwen-Coder-Insecure
|
emergent-misalignment
|
2025-02-25 16:16:03
| 541 | 541 |
['safetensors', 'qwen2']
|
unknown
|
2025-02-25 16:02:40
|
unknown
|
unknown
|
Qwen2ForCausalLM
| null |
unknown
|
circleLZY/MTKD
|
circleLZY
|
2025-02-27 15:22:01
| 0 | 0 |
[]
|
unknown
|
2025-02-26 06:33:15
|
unknown
|
unknown
|
unknown
| null |
unknown
|
alexnvo/flex_finetune_version_01
|
alexnvo
|
2025-02-26 11:34:57
| 0 | 0 |
[]
|
unknown
|
2025-02-26 09:51:23
|
unknown
|
apache-2.0
|
unknown
| null |
unknown
|
Undi95/MistralThinker-v1.1-GGUF
|
Undi95
|
2025-02-27 12:34:19
| 283 | 283 |
['gguf', 'roleplay', 'deepseek', 'rp', 'r1', 'mistral', 'distill', 'en', 'fr', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-02-26 18:58:35
|
unknown
|
unknown
|
unknown
|
['mistralai/Mistral-Small-24B-Base-2501']
|
quantized
|
prince-canuma/Kokoro-82M
|
prince-canuma
|
2025-02-26 23:30:18
| 404 | 404 |
['text-to-speech', 'en']
|
text-to-speech
|
2025-02-26 23:24:46
|
unknown
|
apache-2.0
|
unknown
|
['yl4579/StyleTTS2-LJSpeech']
|
finetune
|
unsloth/Phi-4-mini-instruct-unsloth-bnb-4bit
|
unsloth
|
2025-03-03 01:02:15
| 2,511 | 2,511 |
['transformers', 'safetensors', 'phi3', 'text-generation', 'phi', 'phi4', 'unsloth', 'nlp', 'code', 'microsoft', 'math', 'chat', 'conversational', 'custom_code', 'multilingual', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible', '4-bit', 'bitsandbytes']
|
text-generation
|
2025-02-27 01:38:53
|
unknown
|
mit
|
Phi3ForCausalLM
|
['microsoft/Phi-4-mini-instruct']
|
quantized
|
ibm-research/granite-vision-3.2-2b-GGUF
|
ibm-research
|
2025-03-03 17:14:49
| 1,146 | 1,146 |
['transformers', 'gguf', 'language', 'granite-3.2', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-02-27 05:55:46
|
unknown
|
apache-2.0
|
unknown
|
['ibm-granite/granite-vision-3.2-2b']
|
quantized
|
OPEA/DeepSeek-R1-fp8-static-w8a8-inc
|
OPEA
|
2025-02-27 09:51:14
| 108 | 108 |
['safetensors', 'deepseek_v3', 'custom_code']
|
unknown
|
2025-02-27 07:06:31
|
unknown
|
unknown
|
DeepseekV3ForCausalLM
| null |
unknown
|
mlx-community/Phi-4-mini-instruct-8bit
|
mlx-community
|
2025-03-05 05:18:01
| 852 | 852 |
['transformers', 'safetensors', 'phi3', 'text-generation', 'nlp', 'code', 'mlx', 'mlx-my-repo', 'conversational', 'custom_code', 'multilingual', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible', '8-bit']
|
text-generation
|
2025-02-27 11:07:37
|
unknown
|
mit
|
Phi3ForCausalLM
|
['microsoft/Phi-4-mini-instruct']
|
quantized
|
seastar105/Phi-4-mm-inst-zeroth-kor
|
seastar105
|
2025-02-27 23:05:15
| 157 | 157 |
['safetensors', 'phi4mm', 'custom_code', 'ko', 'model-index']
|
unknown
|
2025-02-27 12:27:19
|
kresnik/zeroth_korean
|
unknown
|
Phi4MMForCausalLM
|
['microsoft/Phi-4-multimodal-instruct']
|
finetune
|
Nohobby/MS3-Tantum-24B-v0.1
|
Nohobby
|
2025-03-02 22:59:36
| 182 | 182 |
['transformers', 'safetensors', 'mistral', 'text-generation', 'mergekit', 'merge', 'conversational', 'en', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-27 13:19:37
|
unknown
|
apache-2.0
|
MistralForCausalLM
|
['Undi95/MistralThinker-e2', 'ArliAI/Mistral-Small-24B-ArliAI-RPMax-v1.4', 'unsloth/Mistral-Small-24B-Instruct-2501', 'unsloth/Mistral-Small-24B-Base-2501', 'ToastyPigeon/ms3-roselily-rp-v2', 'PocketDoc/Dans-DangerousWinds-V1.1.1-24b', 'lemonilia/Mistral-Small-3-Reasoner-s1', 'arcee-ai/Arcee-Blitz', 'ReadyArt/Forgotten-Safeword-24B-V2.2', 'estrogen/MS2501-24b-Ink-apollo-ep2', 'trashpanda-org/Llama3-24B-Mullein-v1', 'TheDrummer/Cydonia-24B-v2', 'SicariusSicariiStuff/Redemption_Wind_24B', 'PocketDoc/Dans-PersonalityEngine-V1.2.0-24b', 'trashpanda-org/MS-24B-Instruct-Mullein-v0', 'huihui-ai/Mistral-Small-24B-Instruct-2501-abliterated']
|
merge
|
AhmedLet/Qwen_0.5_python_codes
|
AhmedLet
|
2025-02-27 15:41:40
| 0 | 0 |
['transformers', 'safetensors', 'text-generation-inference', 'unsloth', 'qwen2', 'trl', 'en', 'endpoints_compatible']
|
unknown
|
2025-02-27 15:39:28
|
mlabonne/FineTome-100k_MohamedSaeed-dev/python_dataset_codes
|
apache-2.0
|
unknown
| null |
unknown
|
mradermacher/MistralThinker-v1.1-i1-GGUF
|
mradermacher
|
2025-02-28 06:40:09
| 2,394 | 2,394 |
['transformers', 'gguf', 'roleplay', 'deepseek', 'rp', 'r1', 'mistral', 'distill', 'en', 'fr', 'endpoints_compatible', 'imatrix', 'conversational']
|
unknown
|
2025-02-27 17:06:33
|
unknown
|
unknown
|
unknown
|
['Undi95/MistralThinker-v1.1']
|
quantized
|
Nexesenex/Llama_3.1_8b_Smarteaz_V1.01
|
Nexesenex
|
2025-02-28 08:36:55
| 261 | 261 |
['transformers', 'safetensors', 'llama', 'text-generation', 'mergekit', 'merge', 'conversational', 'model-index', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-27 20:13:46
|
unknown
|
llama3.1
|
LlamaForCausalLM
|
['Nexesenex/Llama_3.1_8b_Smarteaz_0.11a', 'Nexesenex/Llama_3.1_8b_Smarteaz_0.21_SN', 'Nexesenex/Llama_3.1_8b_Smarteaz_0.21_R1']
|
merge
|
Nexesenex/Llama_3.1_8b_Medusa_v1.01
|
Nexesenex
|
2025-02-28 08:31:36
| 207 | 207 |
['transformers', 'safetensors', 'llama', 'text-generation', 'mergekit', 'merge', 'conversational', 'model-index', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-27 20:33:32
|
unknown
|
llama3.1
|
LlamaForCausalLM
|
['SentientAGI/Dobby-Mini-Unhinged-Llama-3.1-8B', 'Nexesenex/Llama_3.1_8b_Smarteaz_V1.01', 'Nexesenex/Llama_3.1_8b_Mediver_V1.01']
|
merge
|
Nexesenex/Llama_3.1_8b_DodoWild_v2.01
|
Nexesenex
|
2025-02-28 08:30:11
| 60 | 60 |
['transformers', 'safetensors', 'llama', 'text-generation', 'mergekit', 'merge', 'conversational', 'model-index', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-27 20:37:38
|
unknown
|
llama3.1
|
LlamaForCausalLM
|
['Nexesenex/Llama_3.1_8b_Smarteaz_V1.01', 'SentientAGI/Dobby-Mini-Unhinged-Llama-3.1-8B', 'Nexesenex/Llama_3.1_8b_Dolermed_V1.01']
|
merge
|
AventIQ-AI/spacy-job-recommendation
|
AventIQ-AI
|
2025-02-28 08:00:47
| 0 | 0 |
[]
|
unknown
|
2025-02-28 06:45:01
|
unknown
|
unknown
|
unknown
| null |
unknown
|
ritvik77/FineTune_LoRA__AgentToolCall_Mistral-7B_Transformer
|
ritvik77
|
2025-03-10 17:41:27
| 73 | 73 |
['transformers', 'safetensors', 'mistral', 'text-generation', 'AIFunctionCall', 'ToolCall', 'APICall', 'AgentCall', 'AgentCallTool', 'AIAgent', 'conversational', 'en', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-28 07:01:16
|
Salesforce/xlam-function-calling-60k
|
apache-2.0
|
MistralForCausalLM
|
['mistralai/Mistral-7B-Instruct-v0.3']
|
finetune
|
AventIQ-AI/bert-movie-recommendation-system
|
AventIQ-AI
|
2025-02-28 07:22:44
| 192 | 192 |
['safetensors', 'bert']
|
unknown
|
2025-02-28 07:08:14
|
unknown
|
unknown
|
BertForSequenceClassification
| null |
unknown
|
inclusionAI/Ling-plus-base
|
inclusionAI
|
2025-03-06 07:16:17
| 26 | 26 |
['safetensors', 'bailing_moe', 'custom_code']
|
unknown
|
2025-02-28 07:11:07
|
unknown
|
mit
|
BailingMoeForCausalLM
| null |
unknown
|
inclusionAI/Ling-plus
|
inclusionAI
|
2025-03-06 07:15:43
| 32 | 32 |
['safetensors', 'bailing_moe', 'custom_code']
|
unknown
|
2025-02-28 07:12:07
|
unknown
|
mit
|
BailingMoeForCausalLM
| null |
unknown
|
prithivMLmods/Eridanus-Opus-14B-r999
|
prithivMLmods
|
2025-03-05 20:39:16
| 203 | 203 |
['transformers', 'safetensors', 'qwen2', 'text-generation', 'text-generation-inference', 'trl', 'r999', 'code', 'conversational', 'en', 'zh', 'model-index', 'autotrain_compatible', 'endpoints_compatible']
|
text-generation
|
2025-02-28 08:40:17
|
unknown
|
apache-2.0
|
Qwen2ForCausalLM
|
['prithivMLmods/Pegasus-Opus-14B-Exp']
|
finetune
|
Nexesenex/Llama_3.1_8b_Dolermed_R1_V1.01
|
Nexesenex
|
2025-02-28 09:27:09
| 40 | 40 |
['transformers', 'safetensors', 'llama', 'text-generation', 'mergekit', 'merge', 'conversational', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-28 08:55:27
|
unknown
|
llama3.1
|
LlamaForCausalLM
|
['NousResearch/DeepHermes-3-Llama-3-8B-Preview', 'huihui-ai/Dolphin3.0-Llama3.1-8B-abliterated', 'meditsolutions/Llama-3.1-MedIT-SUN-8B']
|
merge
|
Nexesenex/Llama_3.1_8b_DoberWild_v2.02
|
Nexesenex
|
2025-02-28 09:28:25
| 47 | 47 |
['transformers', 'safetensors', 'llama', 'text-generation', 'mergekit', 'merge', 'conversational', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-28 09:03:02
|
unknown
|
llama3.1
|
LlamaForCausalLM
|
['Nexesenex/Llama_3.1_8b_Hermedive_R1_V1.01', 'SentientAGI/Dobby-Mini-Unhinged-Llama-3.1-8B', 'Nexesenex/Llama_3.1_8b_Smarteaz_V1.01']
|
merge
|
Nexesenex/Llama_3.1_8b_DodoWild_v2.02
|
Nexesenex
|
2025-02-28 09:27:24
| 48 | 48 |
['transformers', 'safetensors', 'llama', 'text-generation', 'mergekit', 'merge', 'conversational', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-28 09:06:58
|
unknown
|
llama3.1
|
LlamaForCausalLM
|
['SentientAGI/Dobby-Mini-Unhinged-Llama-3.1-8B', 'Nexesenex/Llama_3.1_8b_Smarteaz_V1.01', 'Nexesenex/Llama_3.1_8b_Dolermed_R1_V1.01']
|
merge
|
marcuscedricridia/cursa-o1-7b-v1.1
|
marcuscedricridia
|
2025-02-28 09:19:40
| 49 | 49 |
['transformers', 'safetensors', 'qwen2', 'text-generation', 'mergekit', 'merge', 'conversational', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-02-28 09:14:29
|
unknown
|
unknown
|
Qwen2ForCausalLM
|
['marcuscedricridia/pre-cursa-o1-v1.2', 'marcuscedricridia/post-cursa-o1']
|
merge
|
AventIQ-AI/T5-small-grammar-correction
|
AventIQ-AI
|
2025-02-28 10:39:05
| 425 | 425 |
['safetensors', 't5']
|
unknown
|
2025-02-28 10:22:04
|
unknown
|
unknown
|
T5ForConditionalGeneration
| null |
unknown
|
ysdede/Phi-4-mm-inst-asr-turkish
|
ysdede
|
2025-03-03 13:13:26
| 143 | 143 |
['transformers', 'tensorboard', 'safetensors', 'phi4mm', 'text-generation', 'generated_from_trainer', 'conversational', 'custom_code', 'autotrain_compatible']
|
text-generation
|
2025-02-28 13:08:11
|
unknown
|
mit
|
Phi4MMForCausalLM
|
['microsoft/Phi-4-multimodal-instruct']
|
finetune
|
stabilityai/stable-diffusion-3.5-large-turbo_amdgpu
|
stabilityai
|
2025-03-10 23:56:40
| 0 | 0 |
['diffusers', 'onnx', 'text-to-image']
|
text-to-image
|
2025-02-28 15:08:14
|
unknown
|
other
|
unknown
|
['stabilityai/stable-diffusion-3.5-large-turbo']
|
quantized
|
EpistemeAI/DeepThinkers-Phi4
|
EpistemeAI
|
2025-03-07 20:10:18
| 290 | 290 |
['transformers', 'safetensors', 'llama', 'text-generation', 'text-generation-inference', 'unsloth', 'trl', 'conversational', 'en', 'autotrain_compatible', 'endpoints_compatible']
|
text-generation
|
2025-02-28 19:21:30
|
unknown
|
mit
|
LlamaForCausalLM
|
['unsloth/phi-4-bnb-4bit']
|
finetune
|
OliverRen/xAR
|
OliverRen
|
2025-03-03 02:52:09
| 0 | 0 |
[]
|
unknown
|
2025-02-28 20:12:09
|
unknown
|
unknown
|
unknown
| null |
unknown
|
Darkknight535/WinterEngine-24B-Instruct
|
Darkknight535
|
2025-03-02 17:13:40
| 218 | 218 |
['safetensors', 'mistral', 'merge', 'mergekit', 'lazymergekit', 'PocketDoc/Dans-PersonalityEngine-V1.2.0-24b', 'SicariusSicariiStuff/Redemption_Wind_24B']
|
unknown
|
2025-03-01 17:11:46
|
unknown
|
unknown
|
MistralForCausalLM
|
['PocketDoc/Dans-PersonalityEngine-V1.2.0-24b', 'SicariusSicariiStuff/Redemption_Wind_24B']
|
merge
|
mradermacher/DeepSeek-R1-Distill-Qwen-7B-TIR-o3-mini-code-GGUF
|
mradermacher
|
2025-03-01 22:56:25
| 1,052 | 1,052 |
['transformers', 'gguf', 'generated_from_trainer', 'trl', 'sft', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-03-01 22:09:44
|
bogoconic1/OpenR1-o3-mini-code-v2
|
unknown
|
unknown
|
['bogoconic1/DeepSeek-R1-Distill-Qwen-7B-TIR-o3-mini-code']
|
quantized
|
mradermacher/Babel-83B-Chat-i1-GGUF
|
mradermacher
|
2025-03-03 09:02:00
| 955 | 955 |
['transformers', 'gguf', 'multilingual', 'babel', 'en', 'zh', 'hi', 'es', 'fr', 'ar', 'bn', 'ru', 'pt', 'id', 'ur', 'de', 'ja', 'sw', 'ta', 'tr', 'ko', 'vi', 'jv', 'it', 'ha', 'th', 'fa', 'tl', 'my', 'endpoints_compatible', 'imatrix', 'conversational']
|
unknown
|
2025-03-02 05:28:44
|
unknown
|
other
|
unknown
|
['Tower-Babel/Babel-83B-Chat']
|
quantized
|
huihui-ai/Moonlight-16B-A3B-Instruct-abliterated
|
huihui-ai
|
2025-03-10 01:52:54
| 90 | 90 |
['transformers', 'safetensors', 'deepseek_v3', 'text-generation', 'abliterated', 'uncensored', 'custom_code', 'autotrain_compatible']
|
text-generation
|
2025-03-02 06:38:24
|
unknown
|
mit
|
DeepseekV3ForCausalLM
|
['moonshotai/Moonlight-16B-A3B-Instruct']
|
finetune
|
prithivMLmods/Coma-II-14B
|
prithivMLmods
|
2025-03-03 21:33:06
| 300 | 300 |
['transformers', 'safetensors', 'qwen2', 'text-generation', 'text-generation-inference', 'trl', 'coma', 'conversational', 'en', 'zh', 'model-index', 'autotrain_compatible', 'endpoints_compatible']
|
text-generation
|
2025-03-02 07:37:41
|
unknown
|
apache-2.0
|
Qwen2ForCausalLM
|
['prithivMLmods/Berenices-Opus-14B-r999']
|
finetune
|
mradermacher/Josiefied-Qwen2.5-3B-Instruct-abliterated-v1-GGUF
|
mradermacher
|
2025-03-03 07:59:00
| 512 | 512 |
['transformers', 'gguf', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-03-02 07:59:39
|
unknown
|
unknown
|
unknown
|
['Goekdeniz-Guelmez/Josiefied-Qwen2.5-3B-Instruct-abliterated-v1']
|
quantized
|
zerofata/L3.3-GeneticLemonade-Final-70B
|
zerofata
|
2025-03-03 01:00:25
| 101 | 101 |
['transformers', 'safetensors', 'llama', 'text-generation', 'mergekit', 'merge', 'conversational', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-03-02 08:18:26
|
unknown
|
llama3
|
LlamaForCausalLM
|
['LatitudeGames/Wayfarer-Large-70B-Llama-3.3', 'EVA-UNIT-01/EVA-LLaMA-3.33-70B-v0.1', 'meta-llama/Llama-3.3-70B-Instruct', 'OpenBuddy/openbuddy-llama3.3-70b-v24.1-131k', 'nbeerbower/llama3.1-kartoffeldes-70B', 'SicariusSicariiStuff/Negative_LLAMA_70B', 'tokyotech-llm/Llama-3.1-Swallow-70B-Instruct-v0.3', 'Sao10K/L3.3-70B-Euryale-v2.3', 'crestf411/L3.1-nemotron-sunfall-v0.7.0']
|
merge
|
OLAIR/ko-r1-14b-v2.0.3
|
OLAIR
|
2025-03-03 00:22:49
| 356 | 356 |
['transformers', 'safetensors', 'qwen2', 'text-generation', 'conversational', 'ko', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-03-02 14:32:26
|
OLAIR/Open-R1-Ko-SFT-v2.0
|
mit
|
Qwen2ForCausalLM
|
['deepseek-ai/DeepSeek-R1-Distill-Qwen-7B']
|
finetune
|
giswqs/geoai
|
giswqs
|
2025-03-11 20:24:50
| 0 | 0 |
[]
|
unknown
|
2025-03-02 15:08:29
|
unknown
|
mit
|
unknown
| null |
unknown
|
matatonic/r1-1776-distill-llama-70b-abliterated-4.5bpw-exl2
|
matatonic
|
2025-03-02 17:03:04
| 351 | 351 |
['safetensors', 'llama', 'abliterated', 'uncensored', 'exl2']
|
unknown
|
2025-03-02 17:00:53
|
unknown
|
mit
|
LlamaForCausalLM
|
['perplexity-ai/r1-1776-distill-llama-70b']
|
quantized
|
huihui-ai/Phi-4-mini-instruct-abliterated
|
huihui-ai
|
2025-03-03 13:52:08
| 589 | 589 |
['transformers', 'safetensors', 'phi3', 'text-generation', 'nlp', 'code', 'abliterated', 'uncensored', 'conversational', 'custom_code', 'multilingual', 'ar', 'zh', 'cs', 'da', 'nl', 'en', 'fi', 'fr', 'de', 'he', 'hu', 'it', 'ja', 'ko', 'no', 'pl', 'pt', 'ru', 'es', 'sv', 'th', 'tr', 'uk', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-03-02 17:12:46
|
unknown
|
mit
|
Phi3ForCausalLM
|
['microsoft/Phi-4-mini-instruct']
|
finetune
|
bartowski/ArliAI_Mistral-Small-24B-ArliAI-RPMax-v1.4-GGUF
|
bartowski
|
2025-03-02 20:52:42
| 1,872 | 1,872 |
['gguf', 'text-generation', 'endpoints_compatible', 'imatrix', 'conversational']
|
text-generation
|
2025-03-02 19:12:04
|
unknown
|
apache-2.0
|
unknown
|
['ArliAI/Mistral-Small-24B-ArliAI-RPMax-v1.4']
|
quantized
|
mradermacher/FluentlyLM-Prinum-abliterated-GGUF
|
mradermacher
|
2025-03-03 11:20:31
| 716 | 716 |
['transformers', 'gguf', 'abliterated', 'uncensored', 'fluently-lm', 'fluently', 'prinum', 'instruct', 'trained', 'math', 'roleplay', 'reasoning', 'axolotl', 'unsloth', 'argilla', 'qwen2', 'en', 'fr', 'es', 'ru', 'zh', 'ja', 'fa', 'code', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-03-02 19:31:54
|
fluently-sets/ultraset_fluently-sets/ultrathink_fluently-sets/reasoning-1-1k_fluently-sets/MATH-500-Overall
|
mit
|
unknown
|
['huihui-ai/FluentlyLM-Prinum-abliterated']
|
quantized
|
d-rang-d/MS3-RP-Broth-24B
|
d-rang-d
|
2025-03-03 15:15:30
| 249 | 249 |
['transformers', 'safetensors', 'mistral', 'text-generation', 'mergekit', 'merge', 'conversational', 'en', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-03-02 22:48:58
|
unknown
|
apache-2.0
|
MistralForCausalLM
|
['unsloth/Mistral-Small-24B-Instruct-2501', 'ArliAI/Mistral-Small-24B-ArliAI-RPMax-v1.4', 'unsloth/Mistral-Small-24B-Base-2501', 'ToastyPigeon/ms3-roselily-rp-v2', 'PocketDoc/Dans-DangerousWinds-V1.1.1-24b', 'ReadyArt/Forgotten-Safeword-24B-V2.2', 'trashpanda-org/Llama3-24B-Mullein-v1', 'TheDrummer/Cydonia-24B-v2', 'estrogen/MS2501-24b-Ink-apollo-ep2', 'trashpanda-org/MS-24B-Instruct-Mullein-v0', 'huihui-ai/Mistral-Small-24B-Instruct-2501-abliterated']
|
merge
|
mradermacher/INTELLECT-MATH-i1-GGUF
|
mradermacher
|
2025-03-03 06:13:34
| 1,834 | 1,834 |
['transformers', 'gguf', 'en', 'endpoints_compatible', 'imatrix', 'conversational']
|
unknown
|
2025-03-03 04:20:40
|
unknown
|
mit
|
unknown
|
['PrimeIntellect/INTELLECT-MATH']
|
quantized
|
panchoavila/xfist
|
panchoavila
|
2025-03-03 04:36:14
| 34 | 34 |
['diffusers', 'text-to-image', 'lora']
|
text-to-image
|
2025-03-03 04:34:38
|
unknown
|
unknown
|
unknown
|
['black-forest-labs/FLUX.1-dev']
|
adapter
|
mradermacher/Azure_Dusk-v0.2-i1-GGUF
|
mradermacher
|
2025-03-03 07:36:08
| 2,018 | 2,018 |
['transformers', 'gguf', 'en', 'fr', 'de', 'es', 'it', 'pt', 'ru', 'zh', 'ja', 'endpoints_compatible', 'imatrix', 'conversational']
|
unknown
|
2025-03-03 05:09:33
|
Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned_anthracite-org/stheno-filtered-v1.1_PJMixers/hieunguyenminh_roleplay-deduped-ShareGPT_Gryphe/Sonnet3.5-Charcard-Roleplay_Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned_anthracite-org/kalo-opus-instruct-22k-no-refusal_anthracite-org/nopm_claude_writing_fixed_anthracite-org/kalo_opus_misc_240827
|
apache-2.0
|
unknown
|
['Epiculous/Azure_Dusk-v0.2']
|
quantized
|
mradermacher/gemma_coder_9b-i1-GGUF
|
mradermacher
|
2025-03-03 09:36:25
| 862 | 862 |
['transformers', 'gguf', 'en', 'endpoints_compatible', 'imatrix', 'conversational']
|
unknown
|
2025-03-03 05:29:10
|
unknown
|
gemma
|
unknown
|
['TeamDelta/gemma_coder_9b']
|
quantized
|
mradermacher/Crazy-Qwen2-7b-GGUF
|
mradermacher
|
2025-03-06 10:59:24
| 380 | 380 |
['transformers', 'gguf', 'merge', 'mergekit', 'lazymergekit', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-03-03 05:49:47
|
unknown
|
apache-2.0
|
unknown
|
['bunnycore/Crazy-Qwen2-7b']
|
quantized
|
mradermacher/Nemo-12b-Humanize-SFT-v0.2-Quarter-GGUF
|
mradermacher
|
2025-03-04 21:10:06
| 410 | 410 |
['transformers', 'gguf', 'en', 'endpoints_compatible']
|
unknown
|
2025-03-03 05:56:42
|
unknown
|
cc-by-nc-4.0
|
unknown
|
['cgato/Nemo-12b-Humanize-SFT-v0.2-Quarter']
|
quantized
|
mradermacher/Josiefied-Qwen2.5-3B-Instruct-abliterated-v1-i1-GGUF
|
mradermacher
|
2025-03-03 09:00:07
| 1,187 | 1,187 |
['transformers', 'gguf', 'en', 'endpoints_compatible', 'imatrix', 'conversational']
|
unknown
|
2025-03-03 07:40:54
|
unknown
|
unknown
|
unknown
|
['Goekdeniz-Guelmez/Josiefied-Qwen2.5-3B-Instruct-abliterated-v1']
|
quantized
|
mradermacher/rombos_Mistral-Evolved-11b-v0.1-GGUF
|
mradermacher
|
2025-03-06 23:11:36
| 391 | 391 |
['transformers', 'gguf', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-03-03 08:01:22
|
unknown
|
apache-2.0
|
unknown
|
['rombodawg/rombos_Mistral-Evolved-11b-v0.1']
|
quantized
|
dunnolab/Vintix
|
dunnolab
|
2025-03-03 16:15:46
| 34 | 34 |
['in-context-reinforcement-learning', 'reinforcement-learning', 'in-context-learning', 'metaworld', 'mujoco', 'bi-dexhands', 'industrial-benchmark', 'en', 'model-index']
|
reinforcement-learning
|
2025-03-03 11:23:59
|
unknown
|
apache-2.0
|
unknown
| null |
unknown
|
jdh-algo/Citrus1.0-Qwen-72B
|
jdh-algo
|
2025-03-05 04:19:03
| 46 | 46 |
['safetensors', 'qwen2']
|
unknown
|
2025-03-03 11:35:15
|
unknown
|
unknown
|
Qwen2ForCausalLM
| null |
unknown
|
AventIQ-AI/drama_base_sentence_similarity
|
AventIQ-AI
|
2025-03-04 12:44:05
| 13 | 13 |
['safetensors', 'llama', 'custom_code']
|
unknown
|
2025-03-03 12:18:43
|
unknown
|
unknown
|
LlamaModel
| null |
unknown
|
bartowski/qihoo360_TinyR1-32B-Preview-v0.2-GGUF
|
bartowski
|
2025-03-03 16:45:45
| 2,183 | 2,183 |
['gguf', 'text-generation', 'endpoints_compatible', 'imatrix', 'conversational']
|
text-generation
|
2025-03-03 14:50:21
|
unknown
|
apache-2.0
|
unknown
|
['qihoo360/TinyR1-32B-Preview']
|
quantized
|
WiroAI/OpenR1-Qwen-7B-Italian
|
WiroAI
|
2025-03-07 01:32:19
| 37 | 37 |
['transformers', 'safetensors', 'qwen2', 'text-generation', 'generated_from_trainer', 'trl', 'sft', 'conversational', 'it', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-03-03 16:10:53
|
WiroAI/dolphin-r1-Italian
|
apache-2.0
|
Qwen2ForCausalLM
|
['Qwen/Qwen2.5-7B-Instruct']
|
finetune
|
huihui-ai/granite-3.2-2b-instruct-abliterated
|
huihui-ai
|
2025-03-04 15:37:06
| 225 | 225 |
['transformers', 'safetensors', 'granite', 'text-generation', 'language', 'granite-3.2', 'abliterated', 'uncensored', 'conversational', 'autotrain_compatible']
|
text-generation
|
2025-03-03 20:35:23
|
unknown
|
apache-2.0
|
GraniteForCausalLM
|
['ibm-granite/granite-3.2-2b-instruct']
|
finetune
|
DoppelReflEx/MiniusLight-24B-v1.01
|
DoppelReflEx
|
2025-03-11 08:32:00
| 63 | 63 |
['transformers', 'safetensors', 'mistral', 'text-generation', 'mergekit', 'merge', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-03-04 04:55:52
|
unknown
|
cc-by-nc-4.0
|
MistralForCausalLM
|
['PocketDoc/Dans-PersonalityEngine-V1.2.0-24b', 'TheDrummer/Cydonia-24B-v2']
|
merge
|
ftajwar/paprika_Meta-Llama-3.1-8B-Instruct
|
ftajwar
|
2025-03-05 05:56:42
| 12 | 12 |
['transformers', 'safetensors', 'llama', 'text-generation', 'conversational', 'autotrain_compatible', 'text-generation-inference', 'endpoints_compatible']
|
text-generation
|
2025-03-04 05:29:48
|
unknown
|
mit
|
LlamaForCausalLM
| null |
unknown
|
unsloth/granite-3.2-8b-instruct-bnb-4bit
|
unsloth
|
2025-03-05 03:06:42
| 242 | 242 |
['transformers', 'safetensors', 'granite', 'text-generation', 'language', 'granite-3.2', 'ganite', 'conversational', 'autotrain_compatible', '4-bit', 'bitsandbytes']
|
text-generation
|
2025-03-04 08:51:07
|
unknown
|
apache-2.0
|
GraniteForCausalLM
|
['ibm-granite/granite-3.2-8b-instruct']
|
quantized
|
SenseLLM/SpiritSight-Agent-8B
|
SenseLLM
|
2025-03-06 07:51:57
| 0 | 0 |
['safetensors']
|
unknown
|
2025-03-04 09:27:12
|
unknown
|
apache-2.0
|
unknown
|
['OpenGVLab/InternVL2-8B']
|
finetune
|
codermert/malikaaaaa_fluxx
|
codermert
|
2025-03-07 02:14:45
| 28 | 28 |
['diffusers', 'flux', 'lora', 'replicate', 'text-to-image', 'en']
|
text-to-image
|
2025-03-04 09:39:33
|
unknown
|
other
|
unknown
|
['black-forest-labs/FLUX.1-dev']
|
adapter
|
mradermacher/Light-R1-32B-GGUF
|
mradermacher
|
2025-03-04 11:45:58
| 1,401 | 1,401 |
['transformers', 'gguf', 'en', 'endpoints_compatible', 'conversational']
|
unknown
|
2025-03-04 09:44:18
|
unknown
|
apache-2.0
|
unknown
|
['qihoo360/Light-R1-32B']
|
quantized
|
calcuis/sd3.5-large
|
calcuis
|
2025-03-05 06:56:41
| 1,177 | 1,177 |
['gguf', 'gguf-node', 'text-to-image', 'en']
|
text-to-image
|
2025-03-04 10:12:05
|
unknown
|
other
|
unknown
|
['Comfy-Org/stable-diffusion-3.5-fp8']
|
quantized
|
modelscope/EliGen
|
modelscope
|
2025-03-05 03:34:36
| 0 | 0 |
['lora', 'text-to-image']
|
text-to-image
|
2025-03-04 11:05:42
|
unknown
|
apache-2.0
|
unknown
|
['black-forest-labs/FLUX.1-dev']
|
adapter
|
badrex/mms-300m-arabic-dialect-identifier
|
badrex
|
2025-03-09 19:55:04
| 122 | 122 |
['transformers', 'safetensors', 'wav2vec2', 'audio-classification', 'finetuning', 'dialects', 'ar', 'endpoints_compatible']
|
audio-classification
|
2025-03-04 11:18:11
|
unknown
|
cc-by-4.0
|
Wav2Vec2ForSequenceClassification
|
['facebook/mms-300m']
|
finetune
|
Subsets and Splits
FLUX.1-dev Adapter Models
The query performs basic filtering to retrieve specific entries related to a particular base model, which provides limited analytical value.
FLUX.1-dev Adapter Models
This query retrieves a limited number of entries where the base model is from a specific vendor and relation is 'adapter', which provides basic filtering but limited analytical value.