commit 5bc6218d27dd486cd096a077640d64b2acf09c62 Author: ModelHub XC Date: Fri Jul 17 22:25:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: Universal-NER/UniNER-7B-definition Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..3c6ddbb --- /dev/null +++ b/README.md @@ -0,0 +1,54 @@ +--- +license: cc-by-nc-4.0 +language: +- en +--- + +--- + + +# UniNER-7B-definition + +**Description**: A UniNER-7B model trained from LLama-7B using the [Pile-NER-definition data](https://huggingface.co/datasets/Universal-NER/Pile-NER-definition) without human-labeled data. The data was collected by prompting gpt-3.5-turbo-0301 to label entities from passages and provide short-sentence definitions. The data collection prompt is as follows: + +
+Instruction:
+Given a paragraph, your task is to extract all entities and concepts, +and define their type using a short sentence. The output should be in the following format: +[("entity", "definition of entity type in a short sentence"), ... ] +
+ +Check our [paper](https://arxiv.org/abs/2308.03279) for more information. Check our [repo](https://github.com/universal-ner/universal-ner) about how to use the model. + +## Comparison with [UniNER-7B-type](https://huggingface.co/Universal-NER/UniNER-7B-type) +The UniNER-7B-type model, trained on Pile-NER-type, excels in recognizing common and short NER tags (e.g., person, location) and performs better on NER datasets. On the other hand, UniNER-7B-definition demonstrates superior capabilities in understanding short-sentence definitions of entity types. Additionally, it exhibits enhanced robustness against variations in type paraphrasing. + +## Inference +The template for inference instances is as follows: +
+Prompting template:
+A virtual assistant answers questions from a user based on the provided text.
+USER: Text: {Fill the input text here}
+ASSISTANT: I’ve read this text.
+USER: What describes {Fill the entity type here} in the text?
+ASSISTANT: (model's predictions in JSON format)
+
+ +### Note: Inferences are based on one entity type at a time. For multiple entity types, create separate instances for each type. + +## License + +This model and its associated data are released under the [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) license. They are primarily used for research purposes. + +## Citation + +```bibtex +@article{zhou2023universalner, + title={UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition}, + author={Wenxuan Zhou and Sheng Zhang and Yu Gu and Muhao Chen and Hoifung Poon}, + year={2023}, + eprint={2308.03279}, + archivePrefix={arXiv}, + primaryClass={cs.CL} +} +``` \ No newline at end of file diff --git a/config.json b/config.json new file mode 100755 index 0000000..bdc800a --- /dev/null +++ b/config.json @@ -0,0 +1,22 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 11008, + "max_position_embeddings": 2048, + "model_type": "llama", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "pad_token_id": 0, + "rms_norm_eps": 1e-06, + "tie_word_embeddings": false, + "torch_dtype": "float32", + "transformers_version": 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