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Unspecified benchmark

LM Arena Agent Praise Complaint Leaderboard

LM Arena Agent Praise Complaint is a current leaderboard using the Agent Score metric, reported as a ratio.

Updated Oct 23, 2026

Models44
Model coverage44
MetricAgent Score
EvidenceA

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LM Arena Agent Praise Complaint Ranking

Higher agent score ranks better on this benchmark.

30 of 44 rows
Columns

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Rank
Model
Agent Score
Percentile
Participants
Observations
Evidence
Evaluated
Rank01ModelOPGPT-6 AstraOpenAIAgent Score32.81% (24.87% - 40.76%)Percentile100.00%Participants44Observations2.3KEvidenceAEvaluatedOct 20, 2026
Rank02ModelANClaude Fable 5.1AnthropicAgent Score28.13% (21.04% - 35.23%)Percentile97.67%Participants44Observations3KEvidenceAEvaluatedOct 20, 2026
Rank03ModelGOGemini 4 ArgonGoogleAgent Score27.31% (23.61% - 31.01%)Percentile95.35%Participants44Observations7.9KEvidenceAEvaluatedOct 20, 2026
Rank04ModelANClaude Fable 5AnthropicAgent Score16.94% (12.35% - 21.53%)Percentile93.02%Participants44Observations11.8KEvidenceAEvaluatedOct 20, 2026
Rank05ModelOPGPT-5.6 SolOpenAIAgent Score12.71% (8.37% - 17.05%)Percentile90.70%Participants44Observations10.3KEvidenceAEvaluatedOct 20, 2026
Rank06ModelANClaude Opus 5AnthropicAgent Score11.68% (6.20% - 17.17%)Percentile88.37%Participants44Observations6.3KEvidenceAEvaluatedOct 20, 2026
Rank07ModelOPGPT-5.5OpenAIAgent Score6.42% (2.81% - 10.03%)Percentile86.05%Participants44Observations14.1KEvidenceAEvaluatedOct 20, 2026
Rank08ModelZAGLM-5.2Zhipu AIAgent Score5.54% (3.00% - 8.09%)Percentile83.72%Participants44Observations21.9KEvidenceAEvaluatedOct 20, 2026
Rank09ModelZAGLM-5.3Zhipu AIAgent Score4.91% (2.41% - 7.42%)Percentile81.40%Participants44Observations27.6KEvidenceAEvaluatedOct 20, 2026
Rank10ModelGOGemini 3.8 FlashGoogleAgent Score4.81% (1.57% - 8.05%)Percentile79.07%Participants44Observations10.5KEvidenceAEvaluatedOct 20, 2026
Rank11ModelXIMiMo-V2.6-ProXiaomiAgent Score4.76% (1.93% - 7.60%)Percentile76.74%Participants44Observations7.9KEvidenceAEvaluatedOct 20, 2026
Rank12ModelTEHy4 previewTencentAgent Score4.52% (2.45% - 6.58%)Percentile74.42%Participants44Observations14.6KEvidenceAEvaluatedOct 20, 2026
Rank13ModelANClaude Sonnet 5AnthropicAgent Score4.36% (-0.89% - 9.62%)Percentile72.09%Participants44Observations7.6KEvidenceAEvaluatedOct 20, 2026
Rank14ModelXIMiMo-V2.6-FlashXiaomiAgent Score3.59% (-0.87% - 8.05%)Percentile69.77%Participants44Observations4.6KEvidenceAEvaluatedOct 20, 2026
Rank15ModelMEMuse Spark 1.3MetaAgent Score3.48% (0.85% - 6.11%)Percentile67.44%Participants44Observations20.5KEvidenceAEvaluatedOct 20, 2026
Rank16ModelXAGrok 4.7xAIAgent Score2.60% (-2.20% - 7.41%)Percentile65.12%Participants44Observations3.6KEvidenceAEvaluatedOct 20, 2026
Rank17ModelMAKimi K3Moonshot AIAgent Score1.82% (-0.38% - 4.02%)Percentile62.79%Participants44Observations40.5KEvidenceAEvaluatedOct 20, 2026
Rank18ModelACQwen3.8 MaxAlibaba Cloud / Qwen TeamAgent Score1.80% (-0.04% - 3.65%)Percentile60.47%Participants44Observations18.9KEvidenceAEvaluatedOct 20, 2026
Rank19ModelOPGPT-5.6 TerraOpenAIAgent Score1.72% (-2.16% - 5.59%)Percentile58.14%Participants44Observations7.5KEvidenceAEvaluatedOct 20, 2026
Rank20ModelDEDeepSeek-V4-Pro-0813DeepSeekAgent Score1.02% (-4.24% - 6.28%)Percentile55.81%Participants44Observations1.5KEvidenceAEvaluatedOct 20, 2026
Rank21ModelXAGrok 4.6xAIAgent Score-1.25% (-4.50% - 2.00%)Percentile53.49%Participants44Observations8.7KEvidenceAEvaluatedOct 20, 2026
Rank22ModelOPGPT-5.4OpenAIAgent Score-1.36% (-4.47% - 1.75%)Percentile51.16%Participants44Observations18.1KEvidenceAEvaluatedOct 20, 2026
Rank23ModelGOGemini 3.1 ProGoogleAgent Score-1.68% (-4.99% - 1.64%)Percentile48.84%Participants44Observations26.8KEvidenceAEvaluatedOct 20, 2026
Rank24ModelGOGemini 3.7 FlashGoogleAgent Score-2.13% (-4.69% - 0.44%)Percentile46.51%Participants44Observations20.3KEvidenceAEvaluatedOct 20, 2026
Rank25ModelZAGLM-5.3-FlashZhipu AIAgent Score-2.42% (-4.30% - -0.53%)Percentile44.19%Participants44Observations30.9KEvidenceAEvaluatedOct 20, 2026
Rank26ModelANClaude Haiku 5.5AnthropicAgent Score-3.58% (-6.63% - -0.52%)Percentile41.86%Participants44Observations6.7KEvidenceAEvaluatedOct 20, 2026
Rank27ModelACQwen3.8-Flash-NextAlibaba Cloud / Qwen TeamAgent Score-3.79% (-5.81% - -1.77%)Percentile39.53%Participants44Observations18.7KEvidenceAEvaluatedOct 20, 2026
Rank28ModelMAMistral Large 4Mistral AIAgent Score-4.40% (-9.52% - 0.71%)Percentile37.21%Participants44Observations2.1KEvidenceAEvaluatedOct 20, 2026
Rank29ModelOPGPT-5.6 LunaOpenAIAgent Score-5.14% (-7.21% - -3.06%)Percentile34.88%Participants44Observations12.9KEvidenceAEvaluatedOct 20, 2026
Rank30ModelRABeam 1.0Reflection AIAgent Score-5.78% (-12.33% - 0.76%)Percentile32.56%Participants44Observations2.2KEvidenceAEvaluatedOct 20, 2026

LM Arena Agent Praise Complaint Highlights

The leading models and scores on this benchmark.

LM Arena Agent Praise Complaint Score Distribution

A closer view of the leading scores on this benchmark.

LM Arena Agent Praise Complaint

The Top AI Models for LM Arena Agent Praise Complaint

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

What is LM Arena Agent Praise Complaint?

What LM Arena Agent Praise Complaint measures and how its scores work.

A current leaderboard for LM Arena Agent Praise Complaint.

It reports Agent Score as a ratio.

Scores are shown in ratio. This benchmark is verified and has an evidence level of A.

Family
lm-arena-agent-praise-complaint
Modality
Unspecified
Primary category
Unspecified
Score direction
higher
LLMBoard eligible
No
Evaluation key
overall

LM Arena. Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about LM Arena Agent Praise Complaint.

Which model scores highest on LM Arena Agent Praise Complaint?

GPT-6 Astra is currently ranked first with 32.81%.

What are the top three models on LM Arena Agent Praise Complaint?

The current leaders are GPT-6 Astra (32.81%), Claude Fable 5.1 (28.13%), and Gemini 4 Argon (27.31%).

Which LM Arena Agent Praise Complaint model has the lowest official input price?

Claude Haiku 5.5 has the lowest matched official input price at $0.10 input / $0.50 output per 1M tokens.

Which models are fastest among LM Arena Agent Praise Complaint results?

The fastest matched records are Gemini 3.7 Flash (409.96 tok/s via Google), GPT-5.6 Luna (215.52 tok/s via OpenAI), and Gemini 3.1 Pro (90.00 tok/s via Google).

Does the highest agent score result prove overall model quality?

No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.

What does LM Arena Agent Praise Complaint measure?

It reports Agent Score as a ratio.

Is a higher agent score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

44 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Rank #1GPT-6 Astra32.81% (24.87% - 40.76%)
Rank #2Claude Fable 5.128.13% (21.04% - 35.23%)
Rank #3Gemini 4 Argon27.31% (23.61% - 31.01%)
Rank #4Claude Fable 516.94% (12.35% - 21.53%)

Ranking basisThis lm arena agent praise complaint AI model leaderboard uses descending agent score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    OP
    GPT-6 AstraOpenAI
    Agent Score
    32.81%
    Price
    $10 input / $50 output per 1M tokens

    Strengths

    • Ranks #1 of 44 compared models
    • 100th percentile on this benchmark
    • A evidence result

    Considerations

    • This result measures LM Arena Agent Praise Complaint, not total model capability
  2. 02
    AN
    Claude Fable 5.1Anthropic
    Agent Score
    28.13%
    Price
    $10 input / $50 output per 1M tokens

    Strengths

    • Ranks #2 of 44 compared models
    • 98th percentile on this benchmark
    • A evidence result

    Considerations

    • This result measures LM Arena Agent Praise Complaint, not total model capability
  3. 03
    GO
    Google
    Agent Score
    27.31%
    Price
    $2.0 input / $10 output per 1M tokens

    Strengths

    • Ranks #3 of 44 compared models
    • 95th percentile on this benchmark
    • A evidence result

    Considerations

    • This result measures LM Arena Agent Praise Complaint, not total model capability
  4. 04
    AN
    Anthropic
    Agent Score
    16.94%
    Price
    $10 input / $50 output per 1M tokens

    Strengths

    • Ranks #4 of 44 compared models
    • 93th percentile on this benchmark
    • A evidence result

    Considerations

    • This result measures LM Arena Agent Praise Complaint, not total model capability
  5. 05
    OP
    OpenAI
    Agent Score
    12.71%
    Price
    $4.0 input / $20 output per 1M tokens
    Speed
    Up to 25.46 tok/s via OpenAI

    Strengths

    • Ranks #5 of 44 compared models
    • 91th percentile on this benchmark
    • A evidence result

    Considerations

    • This result measures LM Arena Agent Praise Complaint, not total model capability

Selection summary

Best AI Models for LM Arena Agent Praise Complaint

GPT-6 Astra currently leads LM Arena Agent Praise Complaint with 32.81%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Gemini 4 Argon
Claude Fable 5
GPT-5.6 Sol
Benchmark rank #1GPT-6 Astra32.81% · $10 input / $50 output per 1M tokens
Benchmark rank #2Claude Fable 5.128.13% · $10 input / $50 output per 1M tokens
Benchmark rank #3Gemini 4 Argon27.31% · $2.0 input / $10 output per 1M tokens