Update README.md

README.md

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-license: apache-2.0
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+---
+license: apache-2.0
+---
+
+
+# FEWS and Semcor Dataset for Word Sense Disambiguation (WSD) hanling corner cases which are difficult to disambiguate by GPT 4 Turbo Model.
+
+This repository contains a formatted and cleaned version of the FEWS and Semcor dataset, specifically arranged for model fine-tuning for Word Sense Disambiguation (WSD) tasks.
+
+## Dataset Description
+
+The FEWS and Semcor dataset has been preprocessed and formatted to be directly usable for training and fine-tuning language models for word sense disambiguation. Each ambiguous word in the context is enclosed with `<WSD>` tags to clearly indicate which word requires disambiguation.
+
+For example:
+```
+Original: The bank had a strong security system.
+Tagged: The <WSD>bank</WSD> had a strong security system.
+```
+
+This tagging system allows models to focus on the specific ambiguous words during training and inference.
+
+## Data Format
+
+The dataset is organized to suit for the alpaca_prompt:
+- Instruction
+- Input
+- Output
+
+
+## Usage
+
+This dataset is intended for:
+
+1. Fine-tuning language models for word sense disambiguation tasks
+2. Evaluating WSD performance
+3. Research on cross-lingual semantic disambiguation
+
+## Citation
+
+If you use this dataset in your research, please cite the original FEWS dataset.
+
+@inproceedings{ 
+	blevins2021fews,
+	title={FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary},
+	author={Terra Blevins and Mandar Joshi and Luke Zettlemoyer},
+	booktitle={Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics},
+	year={2021},
+	url={https://blvns.github.io/papers/eacl2021.pdf}
+}
+
+
+@inproceedings{miller1994using,
+  title={Using a semantic concordance for sense identification},
+  author={Miller, George A and Chodorow, Martin and Landes, Shari and Leacock, Claudia and Thomas, Robert G},
+  booktitle={Human Language Technology: Proceedings of a Workshop held at Plainsboro, New Jersey, March 8-11, 1994},
+  year={1994}
+}
+
+## License
+
+This dataset is made available under the Apache License 2.0.