{"url":"/task/pgtask","name":"Profile Generation","slug":"pgtask","description_markdown":"**Profile Generation** is the task of creating a profile for an individual or entity based on information about them. The goal of profile generation is to gather as much relevant information about the individual or entity as possible, in order to build an accurate and comprehensive profile.","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":18,"papers_with_code":4,"benchmarks":1,"benchmark_tables_in_archive":1,"benchmark_tables_shown":1,"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":[{"leaderboard":"/sota/pgtask-on-pgdataset","slug":"pgtask-on-pgdataset","dataset":"PGDataset","dataset_url":"/dataset/pgdataset","rows_in_archive":2,"metrics":["BLEU-1","BLEU-2","BLEU-3","BLEU-4","BertScore","ROUGE-1","ROUGE-2","ROUGE-L"],"first_row_in_archive_order":{"model":"gpt2-small","paper_title":"PGTask: Introducing the Task of Profile Generation from Dialogues","paper_url":"/paper/pgtask-introducing-the-task-of-profile","paper_date":"2023-04-13","arxiv_id":"2304.06634","code_links":[{"title":"ruinunca/PGTask","url":"https://github.com/ruinunca/PGTask"}],"syntology":null}}],"datasets":[{"url":"/dataset/pgdataset","name":"PGDataset","full_name":"Profile Generation Dataset","num_papers_in_archive":1}],"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":4,"of":4,"tagged_in_all":18,"items":[{"url":"/paper/can-llm-driven-hard-negative-sampling-empower","title":"Can LLM-Driven Hard Negative Sampling Empower Collaborative Filtering? Findings and Potentials","date":"2025-04-07","arxiv_id":"2504.04726","repositories_listed":1,"syntology":null},{"url":"/paper/a-flow-based-model-for-conditional-and","title":"A Flow-Based Model for Conditional and Probabilistic Electricity Consumption Profile Generation and Prediction","date":"2024-05-03","arxiv_id":"2405.02180","repositories_listed":1,"syntology":null},{"url":"/paper/pgtask-introducing-the-task-of-profile","title":"PGTask: Introducing the Task of Profile Generation from Dialogues","date":"2023-04-13","arxiv_id":"2304.06634","repositories_listed":1,"syntology":null},{"url":"/paper/improving-candidate-retrieval-with-entity-1","title":"Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity Linking","date":"2022-02-27","arxiv_id":"2202.13404","repositories_listed":1,"syntology":null}],"syntology_records":0,"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"}}