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Which open-model records have self-reported community evidence awaiting qualification?
Community reports are self-reported observations. They do not establish model quality, safety or runtime support; inspect the underlying evidence before relying on them.
License terms and download availability are separate. Read the exact upstream license before using a model.
Answer response assembled as of . This dates the returned rows, not an upstream model update or a successful model run. Check each linked file record for current availability.
Model from Hugging Face for feature extraction: BAAI/bge-small-en-v1.5 · sentence transformers
License
mit. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
9 hosted files. Inspect the file record for current availability. 11 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as an embedding model for text search. Recorded task: feature extraction. Listed formats: safetensors, onnx. Recorded license: mit. This listing does not measure quality or prove runtime support.
Model from Hugging Face for llm: google/electra-base-discriminator · transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
7 hosted files. Inspect the file record for current availability. 10 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as a language model. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text to speech: hexgrad/Kokoro-82M
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
8 hosted files. Inspect the file record for current availability. 72 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as a language model. Recorded task: text to speech. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for time series forecasting: amazon/chronos-2 · chronos forecasting
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
3 hosted files. Inspect the file record for current availability. 4 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as a language model. Recorded task: time series forecasting. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for audio classification: laion/clap-htsat-fused · transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
2 hosted files. Inspect the file record for current availability. 10 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as an audio model. Recorded task: audio classification. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text generation: openai-community/gpt2 · transformers
License
mit. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
26 hosted files. Inspect the file record for current availability. 26 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors, onnx. Recorded license: mit. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text generation: Qwen/Qwen2.5-7B-Instruct · transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
13 hosted files. Inspect the file record for current availability. 14 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text generation: Qwen/Qwen2.5-1.5B-Instruct · transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
8 hosted files. Inspect the file record for current availability. 9 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as a language model. Recorded task: text generation. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for feature extraction: intfloat/multilingual-e5-large · sentence transformers
License
mit. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
29 hosted files. Inspect the file record for current availability. 44 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as an embedding model for text search. Recorded task: feature extraction. Listed formats: safetensors, onnx. Recorded license: mit. This listing does not measure quality or prove runtime support.
Model from Hugging Face for feature extraction: Qwen/Qwen3-Embedding-0.6B · sentence transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
1 hosted file. Inspect the file record for current availability. 12 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as an embedding model for text search. Recorded task: feature extraction. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for fill mask: distilbert/distilbert-base-uncased · transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
11 hosted files. Inspect the file record for current availability. 11 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as a language model. Recorded task: fill mask. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for image text to text: Qwen/Qwen3.5-4B · transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
5 hosted files. Inspect the file record for current availability. 14 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog lists it as an image model. Recorded task: image text to text. Listed formats: safetensors. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Which open-model records have self-reported community evidence awaiting qualification?. Hugging Bay. https://huggingbay.xyz/answers/community-verified-models
Which open-model records have self-reported community evidence awaiting qualification?
It depends on your task, available memory, file format and license. The records below match this guide’s filters. Check the linked file evidence before choosing: a catalog match does not prove runtime support, safety or answer quality.
An answer pack is a question-specific filter over catalog records. It is not a benchmark, safety review or guarantee that a model will run.