{"url":"/task/models-alignment","name":"Models Alignment","slug":"models-alignment","description_markdown":"**Models Alignment** is the process of ensuring that multiple models used in a machine learning system are consistent with each other and aligned with the goals of the system. This involves defining clear and consistent objectives for each model, identifying and addressing any inconsistencies or biases in the data used to train each model, testing and validating each model to ensure its accuracy, and ensuring that the predictions and decisions made by each model are consistent and aligned with the overall goals of the system.","categories":[{"name":"Knowledge Base","url":"/area/knowledge-base"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":21,"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":0},"benchmarks":[],"datasets":[{"url":"/dataset/listultrafeedback","name":"ListUltraFeedback","full_name":"","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[],"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":21,"items":[{"url":"/paper/benchmark-evaluations-applications-and","title":"A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challenges","date":"2025-01-04","arxiv_id":"2501.02189","repositories_listed":3,"syntology":null},{"url":"/paper/a-survey-on-llm-as-a-judge","title":"A Survey on LLM-as-a-Judge","date":"2024-11-23","arxiv_id":"2411.15594","repositories_listed":2,"syntology":null},{"url":"/paper/vfa-vision-frequency-analysis-of-foundation","title":"VFA: Vision Frequency Analysis of Foundation Models and Human","date":"2024-09-09","arxiv_id":"2409.05817","repositories_listed":1,"syntology":null},{"url":"/paper/trustworthy-llms-a-survey-and-guideline-for","title":"Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment","date":"2023-08-10","arxiv_id":"2308.05374","repositories_listed":1,"syntology":null},{"url":"/paper/re-basin-via-implicit-sinkhorn","title":"Re-basin via implicit Sinkhorn differentiation","date":"2022-12-22","arxiv_id":"2212.12042","repositories_listed":1,"syntology":{"n":1,"n_ran":1,"n_unverified":0,"n_pointer_only":0}},{"url":"/paper/answering-numerical-reasoning-questions-in","title":"Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder","date":"2022-09-16","arxiv_id":"2209.07692","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"}}