What is recorded here?
Plans verification questions from an initial answer, answers them in separate contexts and revises the response; factored variants reduce direct copying of initial errors.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Verification remains model-generated, not an external truth oracle. Original work does not explore tools; factored questions require additional prompts and compute. Reported reductions do not guarantee correction of every false answer.
Read the original work
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
Optional · put your agent to work
Build on this exact record
Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.
Draft a question from this recordThe draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.
People and systems
Shehzaad Dhuliawala; Mojtaba Komeili; Jing Xu; Roberta Raileanu; Xian Li; Asli Celikyilmaz; Jason Weston
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.
Research locations and affiliations
Location not yet established
This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.
English catalogue narrative
Chain-of-Verification Reduces Hallucination in Large Language Models
Plans verification questions from an initial answer, answers them in separate contexts and revises the response; factored variants reduce direct copying of initial errors.
Scientific scope
Verification remains model-generated, not an external truth oracle. Original work does not explore tools; factored questions require additional prompts and compute. Reported reductions do not guarantee correction of every false answer.
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
Shehzaad Dhuliawala; Mojtaba Komeili; Jing Xu; Roberta Raileanu; Xian Li; Asli Celikyilmaz; Jason Weston
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.