commit b8ee82e34c063e2203f57ade4b7e895d7695880c Author: ModelHub XC Date: Sun Aug 30 15:56:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: tartuNLP/Llammas-base-p1-GPT-4o-human-error-mix-paragraph-GEC Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..441c39c --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +assets/figure.png filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..1a4ff8d --- /dev/null +++ b/README.md @@ -0,0 +1,55 @@ +--- +library_name: transformers +base_model: +- tartuNLP/Llammas-base +language: +- et +pipeline_tag: text-generation +license: llama2 +tags: +- GEC +--- + +# Model Card for tartuNLP/Llammas-base-p1-GPT-4o-human-error-mix-paragraph-GEC + +The user’s input text, i.e., a paragraph, is passed to the first model M1 (this model) as a whole, which then outputs the corrected text. + +![image/png](assets/figure.png) + +## Citation +https://aclanthology.org/2025.bea-1.72/ + +**BibTeX:** + +``` +@inproceedings{vainikko-etal-2025-paragraph, + title = "Paragraph-level Error Correction and Explanation Generation: Case Study for {E}stonian", + author = "Vainikko, Martin and + Kamarik, Taavi and + Kert, Karina and + Liin, Krista and + Maine, Silvia and + Allkivi, Kais and + Kaivapalu, Annekatrin and + Fishel, Mark", + editor = {Kochmar, Ekaterina and + Alhafni, Bashar and + Bexte, Marie and + Burstein, Jill and + Horbach, Andrea and + Laarmann-Quante, Ronja and + Tack, Ana{\"i}s and + Yaneva, Victoria and + Yuan, Zheng}, + booktitle = "Proceedings of the 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)", + month = jul, + year = "2025", + address = "Vienna, Austria", + publisher = "Association for Computational Linguistics", + url = "https://aclanthology.org/2025.bea-1.72/", + doi = "10.18653/v1/2025.bea-1.72", + pages = "953--967", + ISBN = "979-8-89176-270-1", + abstract = "We present a case study on building task-specific models for grammatical error correction and explanation generation tailored to learners of Estonian. Our approach handles whole paragraphs instead of sentences and leverages prompting proprietary large language models for generating synthetic training data, addressing the limited availability of error correction data and the complete absence of correction justification/explanation data in Estonian. We describe the chosen approach and pipeline and provide technical details for the experimental part. The final outcome is a set of open-weight models, which are released with a permissive license along with the generated synthetic error correction and explanation data." +} +``` \ No newline at end of file diff --git a/assets/figure.png b/assets/figure.png new file mode 100644 index 0000000..93520bb --- /dev/null +++ b/assets/figure.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b58f6c13adee4ee7e0583568b6ef27373b1108e83676cdb3d933a8d3483edce +size 154081 diff --git a/config.json b/config.json new file mode 100644 index 0000000..dd4f202 --- /dev/null +++ b/config.json @@ -0,0 +1,30 @@ +{ + "_name_or_path": "checkpoints/llama-7b-p1-culturax-5b-p2-mosesnorm-lr05-deepspeed-bf16-gec-eki-l2-human-gpt-4o-essay-rand-0-9-gold-ft/checkpoint-42", + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 1, + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + 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