What is recorded here?
Constructs claim-to-document and document-to-claim synthetic training pairs to train compact grounding checkers and assembles LLM-AggreFact evaluation data.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Checks support by supplied documents, not unrestricted real-world truth. Cost/performance comparisons are specific experiments; synthetic labels and cross-document evidence coverage can fail. Existing NLI datasets/models are inherited, not new inventions. No domain-specific biological or medical contribution claimed.
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People and systems
Liyan Tang; Philippe Laban; Greg Durrett
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents
Constructs claim-to-document and document-to-claim synthetic training pairs to train compact grounding checkers and assembles LLM-AggreFact evaluation data.
Scientific scope
Checks support by supplied documents, not unrestricted real-world truth. Cost/performance comparisons are specific experiments; synthetic labels and cross-document evidence coverage can fail. Existing NLI datasets/models are inherited, not new inventions. No domain-specific biological or medical contribution claimed.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Liyan Tang; Philippe Laban; Greg Durrett
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.