DeepSeek V3.1 (Non-reasoning): benchmark results

DeepSeek V3.1 evaluated with reasoning disabled. Provider: DeepSeek. Released 2025-08-21. Access: Open.

Aggregate Rating 1599 ± 12, rank #719 of 2168 rated models, from 128 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
TravelEval - Cuisine Preference83.54Preference Achievement Sign for cuisine (PAS-C): plans honou100
SalesLLM - Chinese (GPT-4o User)6.74SalesLLM benchmark score (1-10): 0.5 x buying-intent score (96.4
SalesLLM - Chinese (CustomerLM User)7.03SalesLLM benchmark score (1-10): 0.5 x buying-intent score (92.9
UGI Leaderboard51.4UGI Score91.5
AgentNoiseBench (Search, Tool Noise)37Accuracy on 500 sampled 2WikiMultiHopQA and HotpotQA questio91.3
Generalization V1 (Lechmazur)1.75Avg Rank (lower is better)88.1
UGI - Writing51.06Writing Score87
UGI - Natural Intelligence45.29NatInt Score86.7
AA MMLU-Pro83.28Accuracy (%)83.9
TravelEval - Accommodation Preference52.77Preference Achievement Sign for accommodation type (PAS-A): 83.3
TravelEval - Headcount Compliance64.64Headcount Compliance Sign (HCS): plans whose accommodation, 83.3
TravelEval - Intercity Time Deviation0.14Intercity Traffic Deviation (ITD): relative deviation of pla83.3

Interactive version: theaggregate.ai/model?slug=deepseek-v3-1-non-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.