DeepSeek V3.1 Terminus: benchmark results

DeepSeek's V3.1 Terminus update with improved agentic tool use and language consistency. Provider: DeepSeek. Released 2025-09-22. Access: Open.

Aggregate Rating 1690 ± 8, rank #220 of 1656 rated models, from 344 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
FireBench - Overconfidence86Share of the 370 overconfidence samples (%) in which the mod100
SWE-bench Live Java (62 tasks, SWE-agent)27.42Resolved rate (%)100
UGI Leaderboard57.58UGI Score97.8
AGC-Bench - ss_gen1.34Dataset z-score97.5
TuRTLe - Verilator Syntax95.25Average Score (%)95.5
JP-TL-Bench - English to Japanese - Easy9.96LT Score (0-10; Easy items only; anchored pairwise Bradley-T95.2
AGC-Bench - conceptual_design1.3Dataset z-score93.9
JP-TL-Bench - English to Japanese9.94LT Score (0-10; anchored pairwise Bradley-Terry vs 20 Base S93.7
JP-TL-Bench - English to Japanese - Hard9.94LT Score (0-10; Hard items only; anchored pairwise Bradley-T93.7
TuRTLe - Icarus Syntax93.7Average Score (%)93.2
LiveFMBench - 202513.64Pass@1 (%) after the faithfulness check on LiveFMBench-2025 92.9
AGC-Bench - tinystories1.23Dataset z-score92.7

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