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MT-Bench
MT-Bench is identified by its primary project source as an evaluation family covering multi-turn conversation and model judging. This entry publishes independently authored task signatures only.
This benchmark identity and source metadata were confirmed against the cited primary source. Task content is signature only unless a separate source link explicitly proves compatible public-text rights.
model judging multi-turn conversation
Primary source: LMSYS Org
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Stable Task identities and signatures
Style and substance
KFA Task ID: benchmark-task-scout-39034ef55c3039184d6dfa99
Source or catalog identity: mt-bench-style-and-substance
Evaluate whether an agent can balance response style with factual and task quality in a comparative response evaluation. Success is determined when the judgment follows the rubric rather than surface verbosity.
Pairwise preference
KFA Task ID: benchmark-task-scout-68937a3b9ddd34b25374820f
Source or catalog identity: mt-bench-pairwise-preference
Evaluate whether an agent can select the response preferred under a declared human rubric in a blinded pairwise evaluation. Success is determined when the selection matches the recorded preference.
Tie and uncertainty
KFA Task ID: benchmark-task-scout-a42072e734dff25aa34a0b07
Source or catalog identity: mt-bench-tie-and-uncertainty
Evaluate whether an agent can recognize when two candidate responses are not meaningfully distinguishable in a preference task permitting ties. Success is determined when the judgment matches the declared tie policy.
Multi-turn quality
KFA Task ID: benchmark-task-scout-f2361781b1c5a3e4289989aa
Source or catalog identity: mt-bench-multi-turn-quality
Evaluate whether an agent can sustain helpfulness and coherence across a conversation in a multi-turn dialogue evaluation. Success is determined when the dialogue satisfies the declared judging rubric.
Tasks
signature only
Style and substance
KFA Task ID: benchmark-task-scout-39034ef55c3039184d6dfa99
Source or catalog identity: mt-bench-style-and-substance
Evaluate whether an agent can balance response style with factual and task quality in a comparative response evaluation. Success is determined when the judgment follows the rubric rather than surface verbosity.
signature only
Pairwise preference
KFA Task ID: benchmark-task-scout-68937a3b9ddd34b25374820f
Source or catalog identity: mt-bench-pairwise-preference
Evaluate whether an agent can select the response preferred under a declared human rubric in a blinded pairwise evaluation. Success is determined when the selection matches the recorded preference.
signature only
Tie and uncertainty
KFA Task ID: benchmark-task-scout-a42072e734dff25aa34a0b07
Source or catalog identity: mt-bench-tie-and-uncertainty
Evaluate whether an agent can recognize when two candidate responses are not meaningfully distinguishable in a preference task permitting ties. Success is determined when the judgment matches the declared tie policy.
signature only
Multi-turn quality
KFA Task ID: benchmark-task-scout-f2361781b1c5a3e4289989aa
Source or catalog identity: mt-bench-multi-turn-quality
Evaluate whether an agent can sustain helpfulness and coherence across a conversation in a multi-turn dialogue evaluation. Success is determined when the dialogue satisfies the declared judging rubric.
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