├── .github ├── ISSUE_TEMPLATE │ ├── ✍️-other-issue.md │ ├── 🐛-bug-report-and-issues.md │ ├── 📑-new-task-dataset-proposals.md │ └── 🚀-feature-request.md └── workflows │ └── python-app.yml ├── .gitignore ├── LICENSE ├── Makefile ├── README.md ├── assets ├── GoLLIE.png ├── datasets.png ├── snippets │ ├── space.png │ ├── space_guidelines.png │ ├── space_result.png │ ├── space_text.png │ ├── space_transparent.png │ └── space_two_terminals.png └── zero_shot_results.png ├── bash_scripts ├── Baseline-7B_CodeLLaMA.sh ├── GoLLIE-13B_CodeLLaMA.sh ├── GoLLIE-34B_CodeLLaMA.sh ├── GoLLIE-7B_CodeLLaMA.sh ├── GoLLIE-7B_CodeLLaMA_abl_dropout.sh ├── GoLLIE-7B_CodeLLaMA_abl_masking.sh ├── GoLLIE-7B_CodeLLaMA_ablation_candidates.sh ├── GoLLIE-7B_CodeLLaMA_train_full_model.sh ├── eval │ ├── Baseline-7B_CodeLLaMA.sh │ ├── CoLLIE-7B_CodeLLaMA.sh │ ├── CoLLIE-7B_CodeLLaMA_ablation_candidates.sh │ ├── GoLLIE-13B_CodeLLaMA.sh │ ├── GoLLIE-34B_CodeLLaMA.sh │ ├── GoLLIE-7B_CodeLLaMA_abl_dropout.sh │ ├── GoLLIE-7B_CodeLLaMA_abl_masking.sh │ ├── eval_all.sh │ └── run_all_metrics.sh ├── generate_ablation_data.sh ├── generate_data.sh ├── generate_data_modified.sh ├── preprocess_ace.sh ├── reformat_code.sh └── run_paraphrase.sh ├── configs ├── data_configs │ ├── ace_config.json │ ├── bc5cdr_config.json │ ├── broadtwitter_config.json │ ├── casie_config.json │ ├── conll03_config.json │ ├── crossner_ai_config.json │ ├── crossner_ai_wo_misc_config.json │ ├── crossner_literature_config.json │ ├── crossner_literature_wo_misc_config.json │ ├── crossner_music_config.json │ ├── crossner_music_wo_misc_config.json │ ├── crossner_politics_config.json │ ├── crossner_politics_wo_misc_config.json │ ├── crossner_science_config.json │ ├── crossner_science_wo_misc_config.json │ ├── diann_config.json │ ├── e3c_config.json │ ├── europarl_config.json │ ├── fabner_config.json │ ├── harveyner_config.json │ ├── mitmovie_config.json │ ├── mitrestaurant_config.json │ ├── multinerd_config.json │ ├── ncbidisease_config.json │ ├── ontonotes_config.json │ ├── rams_config.json │ ├── tacred_config.json │ ├── wikievents_config.json │ └── wnut17_config.json ├── deepspeed_configs │ ├── deepspeed_zero2.json │ ├── deepspeed_zero2_offload.json │ ├── deepspeed_zero3.json │ └── deepspeed_zero3_offload.json ├── model_configs │ ├── Baseline-7B_CodeLLaMA.yaml │ ├── GoLLIE-13B_CodeLLaMA.yaml │ ├── GoLLIE-34B_CodeLLaMA.yaml │ ├── GoLLIE-7B_CodeLLaMA.yaml │ ├── GoLLIE-7B_CodeLLaMA_ablation_candiates.yaml │ ├── GoLLIE-7B_CodeLLaMA_ablation_dropout.yaml │ ├── GoLLIE-7B_CodeLLaMA_ablation_masking.yaml │ ├── GoLLIE-7B_CodeLLaMA_train_full_model.yaml │ └── eval │ │ ├── Baseline-7B_CodeLLaMA.yaml │ │ ├── CoLLIE-7B_CodeLLaMA.yaml │ │ ├── GoLLIE-13B_CodeLLaMA.yaml │ │ ├── GoLLIE-34B_CodeLLaMA.yaml │ │ ├── GoLLIE-7B_CodeLLaMA_ablation_candidates.yaml │ │ ├── GoLLIE-7B_CodeLLaMA_ablation_dropout.yaml │ │ └── GoLLIE-7B_CodeLLaMA_ablation_masking.yaml └── pharapharse_config │ ├── LlaMA2-Chat.yaml │ ├── Vicunav1.3-33B.yaml │ ├── generation_config.json │ └── gpt2.yaml ├── docs ├── _layouts │ └── default.html ├── assets │ ├── openai.svg │ └── user.svg └── index.md ├── notebooks ├── Create Custom Task.ipynb ├── Event Extraction.ipynb ├── Named Entity Recognition.ipynb └── Relation Extraction.ipynb ├── pyproject.toml ├── src ├── __init__.py ├── config.py ├── dataset │ ├── __init__.py │ └── dataset.py ├── evaluate.py ├── generate_data.py ├── model │ ├── __init__.py │ ├── load_model.py │ ├── model_utils.py │ └── patch_models │ │ ├── README.md │ │ ├── __init__.py │ │ ├── modeling_flash_llama.py │ │ ├── patching.py │ │ ├── patching_llama.py │ │ ├── patching_neox.py │ │ └── patching_utils.py ├── paraphrase │ ├── __init__.py │ ├── config.py │ ├── dataset.py │ ├── run_paraphrasing.py │ └── utils.py ├── run.py ├── scripts │ ├── __init__.py │ ├── compare_class_scores.py │ ├── get_examples.py │ ├── get_result_table.py │ ├── plot_f1_curves.py │ ├── plot_results.py │ ├── test_context_batch_size.py │ └── visualize_example.py ├── tasks │ ├── __init__.py │ ├── ace │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── preprocess_ace.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── bc5cdr │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── broadtwitter │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── casie │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── preprocess_casie.py │ │ ├── prompts_eae.py │ │ ├── prompts_ed.py │ │ └── scorer.py │ ├── conll03 │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── crossner │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts_ai.py │ │ ├── prompts_literature.py │ │ ├── prompts_music.py │ │ ├── prompts_natural_science.py │ │ ├── prompts_politics.py │ │ └── scorer.py │ ├── diann │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── e3c │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── fabner │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── harveyner │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── label_encoding.py │ ├── mitmovie │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── mitrestaurant │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── multiconer2 │ │ └── prompts.py │ ├── multinerd │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── ncbidisease │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── ner_tasks.csv │ ├── ontonotes │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── rams │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── tacred │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── prompts.py │ │ └── scorer.py │ ├── utils_data.py │ ├── utils_scorer.py │ ├── utils_typing.py │ ├── wikievents │ │ ├── __init__.py │ │ ├── data_loader.py │ │ ├── guidelines.py │ │ ├── guidelines_gold.py │ │ ├── preprocess_wikievents.py │ │ 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