BenchmarksKimi Hallu Bench w/o tools (Internal, lower is better)

Kimi Hallu Bench w/o tools (Internal, lower is better)

Claim-level hallucinations on practical prompts without tools; a lower rate is better.

Multimodal reasoningRecipe not catalogued

Test definition

Author / evaluator
Reported by Moonshot AI
Version / family
Kimi Hallu Bench w/o tools (Internal, lower is better) / Kimi Hallucination Benchmark
Evidence available
6 results in 1 comparison groups
How the test is scored

Internal factual-accuracy stress test without tools, scored as claim-level hallucination rate; lower is better.

Comparison notes

Publisher-reported results, read 24 October 2026. Compare reported values only within the same source row; tool settings, subsets, versions, judges and metrics must not be combined.

A different task split, tool policy, judge or reasoning effort can change the result. Choose one comparison group below.

Results by evaluator

Select a publication and metric to compare the recorded field.

selfKimi K3.1 Pro: complete release evaluation · Kimi Hallu Bench w/o tools (Internal, lower is better)

self% · Lower is better
  1. 1GPT-6 Astra4.2%
  2. 2Kimi K3.1 Pro5.4%
  3. 3Claude Opus 5.56.8%
  4. 4Claude Fable 5.111.4%
  5. 5DeepSeek V4.1 Flash 101713.1%
  6. 6GLM 5.314.8%

Bars start at zero. 6 reported results in this comparison group; ties share a rank. Source ↗

All observations

Every numeric result, with its source and reported run conditions.

6 results

Results (%)
ModelResult (%)SourceRun
Kimi K3.1 ProLower is better5.4self
Details

Internal factual-accuracy stress test without tools, scored as claim-level hallucination rate; lower is better. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.

Metric
Kimi Hallu Bench w/o tools (Internal, lower is better)
Published
23 October 2026
Effort
Not reported separately
Tasks / attempts
Unknown / Unknown
Confidence interval
Not reported
Build a reproduction plan →
Claude Fable 5.1Lower is better11.4self
Details

Internal factual-accuracy stress test without tools, scored as claim-level hallucination rate; lower is better. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.

Metric
Kimi Hallu Bench w/o tools (Internal, lower is better)
Published
23 October 2026
Effort
Not reported separately
Tasks / attempts
Unknown / Unknown
Confidence interval
Not reported
Build a reproduction plan →
GPT-6 AstraLower is better4.2self
Details

Internal factual-accuracy stress test without tools, scored as claim-level hallucination rate; lower is better. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.

Metric
Kimi Hallu Bench w/o tools (Internal, lower is better)
Published
23 October 2026
Effort
Not reported separately
Tasks / attempts
Unknown / Unknown
Confidence interval
Not reported
Build a reproduction plan →
Claude Opus 5.5Lower is better6.8self
Details

Internal factual-accuracy stress test without tools, scored as claim-level hallucination rate; lower is better. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.

Metric
Kimi Hallu Bench w/o tools (Internal, lower is better)
Published
23 October 2026
Effort
Not reported separately
Tasks / attempts
Unknown / Unknown
Confidence interval
Not reported
Build a reproduction plan →
DeepSeek V4.1 Flash 1017Lower is better13.1self
Details

Internal factual-accuracy stress test without tools, scored as claim-level hallucination rate; lower is better. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.

Metric
Kimi Hallu Bench w/o tools (Internal, lower is better)
Published
23 October 2026
Effort
Not reported separately
Tasks / attempts
Unknown / Unknown
Confidence interval
Not reported
Build a reproduction plan →
GLM 5.3Lower is better14.8self
Details

Internal factual-accuracy stress test without tools, scored as claim-level hallucination rate; lower is better. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.

Metric
Kimi Hallu Bench w/o tools (Internal, lower is better)
Published
23 October 2026
Effort
Not reported separately
Tasks / attempts
Unknown / Unknown
Confidence interval
Not reported
Build a reproduction plan →

Reproduction

Recipe not catalogued

Public execution instructions have not been verified in this catalogue. This status does not claim that the benchmark is closed or impossible to run.

Execution documentation ↗
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