Moral Scenarios

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (17 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.

• Scaling Language Models: Methods, Analysis & Insights from Training Gopher
  8 Dec 2021 3 repositories listed
  Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world.
• HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems
  17 May 2025 1 repository listed
  Notably, HALO achieves up to 13.
• Measurement of LLM's Philosophies of Human Nature
  3 Apr 2025 1 repository listed
  The widespread application of artificial intelligence (AI) in various tasks, along with frequent reports of conflicts or violations involving AI, has sparked societal concerns about interactions with AI systems.
• M³oralBench: A MultiModal Moral Benchmark for LVLMs
  30 Dec 2024 1 repository listed
  To bridge this gap, we introduce M³oralBench, the first MultiModal Moral Benchmark for LVLMs.
• CMoralEval: A Moral Evaluation Benchmark for Chinese Large Language Models
  19 Aug 2024 1 repository listed
  These help us curate CMoralEval that encompasses both explicit moral scenarios (14, 964 instances) and moral dilemma scenarios (15, 424 instances), each with instances from different data sources.
• SaGE: Evaluating Moral Consistency in Large Language Models
  21 Feb 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  To this extent, we construct the Moral Consistency Corpus (MCC), containing 50K moral questions, responses to them by LLMs, and the RoTs that these models followed.
• MOKA: Moral Knowledge Augmentation for Moral Event Extraction
  16 Nov 2023 1 repository listed
  News media often strive to minimize explicit moral language in news articles, yet most articles are dense with moral values as expressed through the reported events themselves.
• Evaluating the Moral Beliefs Encoded in LLMs
  26 Jul 2023 1 repository listed Syntology ran 1 of 4 samples · 3 unverified
  (2) We apply this method to study what moral beliefs are encoded in different LLMs, especially in ambiguous cases where the right choice is not obvious.
• "Oops, Did I Just Say That?" Testing and Repairing Unethical Suggestions of Large Language Models with Suggest-Critique-Reflect Process
  4 May 2023 1 repository listed
  Moreover, we propose a novel on-the-fly (OTF) repairing scheme that repairs unethical suggestions made by LLMs in real-time.

Syntology lines on 2 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.