{"url":"/task/hint-generation","name":"Hint Generation","slug":"hint-generation","description_markdown":"This task generates hints for questions.","categories":[{"name":"Adversarial","url":"/area/adversarial"},{"name":"Computer Code","url":"/area/computer-code"},{"name":"Natural Language Processing","url":"/area/natural-language-processing"},{"name":"Speech","url":"/area/speech"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":12,"papers_with_code":6,"benchmarks":0,"benchmark_tables_in_archive":0,"benchmark_tables_shown":0,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":1,"subtasks":0,"parent_tasks":1},"benchmarks":[],"datasets":[{"url":"/dataset/triviahg","name":"TriviaHG","full_name":"","num_papers_in_archive":3}],"subtasks":[],"parent_tasks":[{"url":"/task/text-generation","name":"Text Generation"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":6,"of":6,"tagged_in_all":12,"items":[{"url":"/paper/recursive-tree-grammar-autoencoders","title":"Recursive Tree Grammar Autoencoders","date":"2020-12-03","arxiv_id":"2012.02097","repositories_listed":3,"syntology":null},{"url":"/paper/automating-human-tutor-style-programming","title":"Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation","date":"2023-10-05","arxiv_id":"2310.03780","repositories_listed":2,"syntology":{"n":10,"n_ran":10,"n_unverified":0,"n_pointer_only":10}},{"url":"/paper/using-large-language-models-in-automatic-hint","title":"WikiHint: A Human-Annotated Dataset for Hint Ranking and Generation","date":"2024-12-02","arxiv_id":"2412.01626","repositories_listed":1,"syntology":null},{"url":"/paper/exploring-hint-generation-approaches-in-open","title":"Exploring Hint Generation Approaches in Open-Domain Question Answering","date":"2024-09-24","arxiv_id":"2409.16096","repositories_listed":1,"syntology":null},{"url":"/paper/triviahg-a-dataset-for-automatic-hint","title":"TriviaHG: A Dataset for Automatic Hint Generation from Factoid Questions","date":"2024-03-27","arxiv_id":"2403.18426","repositories_listed":1,"syntology":null},{"url":"/paper/autohint-automatic-prompt-optimization-with","title":"AutoHint: Automatic Prompt Optimization with Hint Generation","date":"2023-07-13","arxiv_id":"2307.07415","repositories_listed":1,"syntology":null}],"syntology_records":1,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}