Veracity Classification

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

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (20 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.

• Simple Open Stance Classification for Rumour Analysis
  17 Aug 2017 2 repositories listed
  Stance classification determines the attitude, or stance, in a (typically short) text.
• Multimodal Fact-Checking with Vision Language Models: A Probing Classifier based Solution with Embedding Strategies
  6 Dec 2024 1 repository listed
  This study evaluates the effectiveness of Vision Language Models (VLMs) in representing and utilizing multimodal content for fact-checking.
• MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models
  17 Jun 2024 1 repository listed
  Large vision-language models (LVLMs) have significantly improved multimodal reasoning tasks, such as visual question answering and image captioning.
• JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims
  16 Jan 2024 1 repository listed
  Justification is an explanation that supports the veracity assigned to a claim in fact-checking.
• EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification
  15 Oct 2023 1 repository listed Syntology ran 1 of 4 samples · 3 unverified · 2 pointer-only (licence)
  Each instance is accompanied by a veracity label and an explanation that outlines the reasoning path supporting the veracity classification.
• Benchmarking the Generation of Fact Checking Explanations
  29 Aug 2023 1 repository listed
  Results show that in justification production summarization benefits from the claim information, and, in particular, that a claim-driven extractive step improves abstractive summarization performances.
• Less is More: Facial Landmarks can Recognize a Spontaneous Smile
  9 Oct 2022 1 repository listed
  Smile veracity classification is a task of interpreting social interactions.
• Learning Disentangled Latent Topics for Twitter Rumour Veracity Classification
  1 Aug 2021 1 repository listed

Syntology lines on 1 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.