All datasets / benni23

benni23/judged-useless-episodes

133 downloads in 30 days1 likesLast modified 8 Oct 2026View on Hugging Face

Permissive or share-alike

The declared licence (cc-by-4.0) is classified as permissive.

Declared licence: cc-by-4.0, from the tagEvidence: README.md at ad3bfc6
Licence files: No licence file at the top level of the repositoryEvidence: file list at ad3bfc6
Declared sources: None listed in the card metadata
Access gated on Hugging Face: No

Each cell links to what was checked: a file, a file list or a Hub record.

Tasks

question-answering

Citation text from the card

@misc{zhang2026judgeduseless,
  title = {Judged Useless, Queried Anyway: Tool-Using Agents Rarely Turn Their Own Evidence Judgments into Stopping Decisions},
  author = {Zhang, Chubin and Wan, Zhenglin and Yu, Xingrui and Wu, Jingxuan and Zhou, Yaxin and Tsang, Ivor and An, Bo},
  year = {2026},
  eprint = {2610.06191},
  archivePrefix = {arXiv},
  primaryClass = {cs.AI},
  url = {https://arxiv.org/abs/2610.06191}
}

All datasets marked Permissive or share-alike | JSON

The same facts for your agent

A free MCP server at mcp.datalicense.uk/mcp. Connect it from an MCP client such as Claude or Cursor.

dataset_licence({ "id": "benni23/judged-useless-episodes" })
signal: "permissive"
stated_licence: "cc-by-4.0"
sources: 0