Evidence Selection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

11 shown of 11 papers with code (22 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Chain-of-Discussion: A Multi-Model Framework for Complex Evidence-Based Question Answering
  26 Feb 2024 2 repositories listed
  Open-ended question answering requires models to find appropriate evidence to form wellreasoned, comprehensive and helpful answers.
• AmbiFC: Fact-Checking Ambiguous Claims with Evidence
  1 Apr 2021 2 repositories listed Syntology ran 1 of 7 samples · 6 unverified
  Automated fact-checking systems verify claims against evidence to predict their veracity.
• Benchmarking Retrieval-Augmented Multimomal Generation for Document Question Answering
  22 May 2025 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Document Visual Question Answering (DocVQA) faces dual challenges in processing lengthy multimodal documents (text, images, tables) and performing cross-modal reasoning.
• Halu-J: Critique-Based Hallucination Judge
  17 Jul 2024 1 repository listed
  To address these challenges, we introduce Halu-J, a critique-based hallucination judge with 7 billion parameters.
• Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and Beyond
  16 Jun 2023 1 repository listed
  Logical reasoning consistently plays a fundamental and significant role in the domains of knowledge engineering and artificial intelligence.
• SlideVQA: A Dataset for Document Visual Question Answering on Multiple Images
  12 Jan 2023 1 repository listed
  Visual question answering on document images that contain textual, visual, and layout information, called document VQA, has received much attention recently.
• Capturing Global Structural Information in Long Document Question Answering with Compressive Graph Selector Network
  11 Oct 2022 1 repository listed
  The proposed model mainly focuses on the evidence selection phase of long document question answering.
• Evidence Selection as a Token-Level Prediction Task
  1 Nov 2021 1 repository listed
  In Automated Claim Verification, we retrieve evidence from a knowledge base to determine the veracity of a claim.
• A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers
  7 May 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Readers of academic research papers often read with the goal of answering specific questions.
• Unsupervised Alignment-based Iterative Evidence Retrieval for Multi-hop Question Answering
  4 May 2020 1 repository listed
  Evidence retrieval is a critical stage of question answering (QA), necessary not only to improve performance, but also to explain the decisions of the corresponding QA method.
• MeLU: Meta-Learned User Preference Estimator for Cold-Start Recommendation
  31 Jul 2019 1 repository listed
  This paper proposes a recommender system to alleviate the cold-start problem that can estimate user preferences based on only a small number of items.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.