DeepSeek V4.1 Flash 1017 (Max) · Intelligence Index v5.0 ↗
1 more reported result
45.10 index · DeepSeek V4.1 Flash 1017 (Max) · Intelligence Index v4.3.2 · Artificial Analysis ↗
66 benchmarks · large dot: DeepSeek V4.1 Flash 1017; small dots: closest models where reported
DeepSeek V4.1 Flash 1017 (Max) · Intelligence Index v5.0 ↗
45.10 index · DeepSeek V4.1 Flash 1017 (Max) · Intelligence Index v4.3.2 · Artificial Analysis ↗
DeepSeek V4.1 Flash 1017 (Max) · AA-Briefcase v1.1 · overall Elo ↗
1570 Elo · DeepSeek-V4.1-Flash-1017 (max) · AA-Briefcase v1.1 · AA-Briefcase v1.1 (Elo-score) · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · AutomationBench-AA · guardrail-gated objective score ↗
66.6% · DeepSeek-V4.1-Flash-1017 (max) · AutomationBench-AA · Automation Bench-AA · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · GDP.pdf · all-pass ↗
73% · DeepSeek-V4.1-Flash-1017 (max) · GDP.pdf · GDP.pdf w/ python · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
17.2% · DeepSeek-V4.1-Flash-1017 (max) · GDP.pdf · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · Terminal-Bench 4.0 · AA harness ↗
31.82 % · DeepSeek V4.1 Flash 1017 (Mini-SWE-agent) · Terminal-Bench 4.0 · Score · Vals AI · Terminal-Bench 4.0 ↗
42.3 · DS-V4.1-Flash-1017 · Terminal-Bench 4.0 · DeepSeek V4.1 Flash 1017 model card ↗
42.3% · DeepSeek-V4.1-Flash-1017 (max) · Terminal-Bench 4.0 · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · Terminal-Bench-Science 0.1 · AA harness ↗
15.7% · DeepSeek-V4.1-Flash-1017 (max) · Terminal-Bench-Science 0.1 · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · FrontierCode 2.0 · AA implementation ↗
DeepSeek V4.1 Flash 1017 (Max) · CritPt v2 · hard subset · AA implementation ↗
DeepSeek V4.1 Flash 1017 (Max) · HLE-Diamond · AA implementation ↗
21.6% · DeepSeek-V4.1-Flash-1017 (max) · HLE-Diamond · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · AA-Omniscience v1.1 · error-penalized index ↗
4.70 index · DeepSeek V4.1 Flash 1017 (Max) · AA-Omniscience · error-penalized score · Artificial Analysis ↗
DeepSeek V4.1 Flash 1017 (Max) · AA-Omniscience v1.1 · accuracy ↗
42.85% · DeepSeek V4.1 Flash 1017 (Max) · AA-Omniscience · accuracy · Artificial Analysis ↗
DeepSeek V4.1 Flash 1017 (Max) · AA-Omniscience v1.1 · hallucination rate, lower is better ↗
66.75% · DeepSeek V4.1 Flash 1017 (Max) · AA-Omniscience · hallucination rate, lower is better · Artificial Analysis ↗
DeepSeek V4.1 Flash 1017 (Max) · GDPval-AA v2.1 · Elo ↗
1746 Elo · DeepSeek-V4.1-Flash-1017 (max) · GDPval-AA v2.1 · GDPval-AA v2.1 (Elo-score) · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · FrontierCode 1.1 · AA implementation ↗
DeepSeek V4.1 Flash 1017 (Max) · AA-LCR v1.1 ↗
DeepSeek V4.1 Flash 1017 (Max) · SciCode · AA implementation ↗
DeepSeek V4.1 Flash 1017 (Max) · Humanity’s Last Exam · AA implementation ↗
42.6 (44.0†) · DS-V4.1-Flash-1017 · HLE w/o tools · DeepSeek V4.1 Flash 1017 model card ↗
58.8% · DeepSeek-V4.1-Flash-1017 (max) · Humanity’s Last Exam · HLE-Full w/ tools · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
42.6% · DeepSeek-V4.1-Flash-1017 (max) · Humanity’s Last Exam · HLE-Full · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · MMMU-Pro · AA implementation ↗
82.5% · DeepSeek-V4.1-Flash-1017 (max) · MMMU-Pro · MMMU-Pro w/ python · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
80.6% · DeepSeek-V4.1-Flash-1017 (max) · MMMU-Pro · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (Max) · MLCR-AA · overall ↗
DeepSeek V4.1 Flash 1017 (Max) · CritPt v2 · code tools ↗
DeepSeek V4.1 Flash 1017 (Max) · CritPt · original ↗
DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · expressiveness ↗
84.77 percentile · DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · organization · Artificial Analysis ↗
67.00 percentile · DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · informativeness · Artificial Analysis ↗
87.31 percentile · DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · transparency · Artificial Analysis ↗
18.77 percentile · DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · warmth · Artificial Analysis ↗
94.92 percentile · DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · conviction · Artificial Analysis ↗
31.46 percentile · DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · imagination · Artificial Analysis ↗
41.62 percentile · DeepSeek V4.1 Flash 1017 (Max) · AA-PersonalityBench · slop · Artificial Analysis ↗
DS-V4.1-Flash-1017 · DeepSWE v1.1 ↗
77% · DeepSeek-V4.1-Flash-1017 (max) · DeepSWE v1.1 · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DS-V4.1-Flash-1017 · ProgramBench ↗
29.1% · DeepSeek-V4.1-Flash-1017 (max) · ProgramBench · Program Bench · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DS-V4.1-Flash-1017 · NL2Repo-Bench ↗
DS-V4.1-Flash-1017 · Automation-Bench v1.0.6 ↗
DS-V4.1-Flash-1017 · Agents’ Last Exam ↗
37.7% · DeepSeek-V4.1-Flash-1017 (max) · Agents’ Last Exam · Agents' Last Exam (ALL) · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
36% · DeepSeek-V4.1-Flash-1017 (max) · Agents’ Last Exam · Agents' Last Exam (CLI) · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DS-V4.1-Flash-1017 · Apex Bench v1.1 ↗
DS-V4.1-Flash-1017 · Chartography (w/tools) ↗
83% · DeepSeek-V4.1-Flash-1017 (max) · Chartography · ChartoGraphy w/ python · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DS-V4.1-Flash-1017 · BabyVision (w/tools) ↗
92.5% · DeepSeek-V4.1-Flash-1017 (max) · BabyVision · BabyVision w/ python · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DS-V4.1-Flash-1017 · ZeroBench-main (w/tools) ↗
51% · DeepSeek-V4.1-Flash-1017 (max) · ZeroBench · ZeroBench_main w/ python (pass@5) · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
11.8% · DeepSeek-V4.1-Flash-1017 (max) · ZeroBench · ZeroBench_main · avg@5 · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
23% · DeepSeek-V4.1-Flash-1017 (max) · ZeroBench · ZeroBench_main · pass@5 · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 · ErdősBench · mean progress / 4 · API ↗
DeepSeek V4.1 Flash 1017 (max) · GPQA diamond · Best score (across scorers) · % ↗
92.2% · DeepSeek-V4.1-Flash-1017 (max) · GPQA Diamond · GPQA-Diamond · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (max) · FrontierMath-Tiers-1-3-v2-Private · Best score (across scorers) · % ↗
DeepSeek V4.1 Flash 1017 (max) · FrontierMath-Tier-4-v2-Private · Best score (across scorers) · % ↗
DeepSeek V4.1 Flash 1017 (max) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % ↗
DeepSeek V4.1 Flash 1017 (max) · SimpleQA Verified · Best score (across scorers) · % ↗
DeepSeek V4.1 Flash 1017 (max) · Chess Puzzles · Best score (across scorers) · % ↗
DeepSeek V4.1 Flash 1017 (max) · Mystery Game Puzzles · Best score (across scorers) · % ↗
DeepSeek V4.1 Flash 1017 · Vals Index · Accuracy ↗
DeepSeek V4.1 Flash 1017 · Vals Finance Index · Accuracy ↗
DeepSeek V4.1 Flash 1017 · Vals Legal Index · Accuracy ↗
DeepSeek V4.1 Flash 1017 · Legal Research Bench · All-Pass ↗
DeepSeek V4.1 Flash 1017 · HLAB-Vals-1.1 · Task Pass Rate ↗
DeepSeek V4.1 Flash 1017 · Harvey's Legal Agent Benchmark v1 · Accuracy ↗
21% · DeepSeek-V4.1-Flash-1017 (max) · Harvey Legal Agent Benchmark · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 · Finance Agent · Accuracy ↗
DeepSeek V4.1 Flash 1017 · Excel Modeling Benchmark · Accuracy ↗
61.8 % · DeepSeek V4.1 Flash 1017 · Excel Modeling Benchmark v1 · Accuracy · Vals AI · Excel Modeling Benchmark v1 ↗
DeepSeek V4.1 Flash 1017 · Tax Agent Bench · Accuracy ↗
DeepSeek V4.1 Flash 1017 · Finance Agent v2 · Accuracy ↗
54.5% · DeepSeek-V4.1-Flash-1017 (max) · Vals Finance Agent v2 · Frontier Finance · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 (OpenHands) · Vibe Code Bench · original task set ↗
DeepSeek V4.1 Flash 1017 · Code Migration · Accuracy ↗
44.21 % · DeepSeek V4.1 Flash 1017 · Code Migration v1 · Accuracy · Vals AI · Code Migration v1 ↗
DeepSeek-V4.1-Flash-1017 (max) · SWE-Marathon · SWE Marathon v1.1 · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · BenchCAD · BenchCAD w/o tools · Kimi K3.1 Pro · complete release comparison ↗
81.6% · DeepSeek-V4.1-Flash-1017 (max) · BenchCAD · BenchCAD w/ tools · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek-V4.1-Flash-1017 (max) · PostTrainBench · PostTrain Bench v1.2 · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · Kimi Code Bench 2.0 · Kimi Code Bench 2.0 (Internal) · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · Kimi Code Bench 3.0 · Kimi Code Bench 3.0 Long-horizon (Internal) · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · BioMysteryBench · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · CharXiv · CharXiv (RQ) w/ python · Kimi K3.1 Pro · complete release comparison ↗
77% · DeepSeek-V4.1-Flash-1017 (max) · CharXiv · CharXiv (RQ) · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek-V4.1-Flash-1017 (max) · APEX-Agents · original · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · OfficeQA Pro · OfficeQA Pro v2 ↗
62.4% · DeepSeek-V4.1-Flash-1017 (max) · OfficeQA Pro · OfficeQA Pro v1 · Introducing Kimi K3.1 Pro ↗
DeepSeek-V4.1-Flash-1017 (max) · HANDBOOK.md · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · OSWorld 2.1 · OSWorld V2.1 · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · DECK-Arena · DECK-Arena (Internal, Elo-score) · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · Design Bench · Design Bench (Internal, Elo-score) · Kimi K3.1 Pro · complete release comparison ↗
DeepSeek-V4.1-Flash-1017 (max) · Kimi Hallucination Benchmark · Kimi Hallu Bench Hard w/ tools (Internal, lower is better) · Kimi K3.1 Pro · complete release comparison ↗
13.1% · DeepSeek-V4.1-Flash-1017 (max) · Kimi Hallucination Benchmark · Kimi Hallu Bench w/o tools (Internal, lower is better) · Kimi K3.1 Pro · complete release comparison · Introducing Kimi K3.1 Pro ↗
DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Overall · intended grading ↗
3.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Eight-domain subset · intended grading · GDPx v1.0 — SemiAnalysis ↗
9.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Recursive Self-Improvement · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.2% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
16.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Cybersecurity · intended grading · GDPx v1.0 — SemiAnalysis ↗
12.8% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Biology · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Finance · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Legal · intended grading · GDPx v1.0 — SemiAnalysis ↗
15.4% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Quant Trading · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.5% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Hardware Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Alignment · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Software Engineering · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Aria · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Arcverex · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Ergodex · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
16.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Arithmetic · Cybersecurity · intended grading · GDPx v1.0 — SemiAnalysis ↗
12.8% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · LatchBio · Biology · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Living Context · Finance · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Chakra · Legal · intended grading · GDPx v1.0 — SemiAnalysis ↗
15.4% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Third Moment · Quant Trading · intended grading · GDPx v1.0 — SemiAnalysis ↗
9.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Extrapolate · Recursive Self-Improvement · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.5% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Beautiful Machines · Hardware Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
1.3% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · ValenceForge · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
4.2% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Emulated · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Fleet · Alignment · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Datacurve · Software Engineering · intended grading · GDPx v1.0 — SemiAnalysis ↗
10.6% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Overall · partial credit · GDPx v1.0 — SemiAnalysis ↗
9.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Eight-domain subset · partial credit · GDPx v1.0 — SemiAnalysis ↗
9.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Recursive Self-Improvement · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.4% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
16.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Cybersecurity · partial credit · GDPx v1.0 — SemiAnalysis ↗
22.2% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Biology · partial credit · GDPx v1.0 — SemiAnalysis ↗
26.2% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Finance · partial credit · GDPx v1.0 — SemiAnalysis ↗
18.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Legal · partial credit · GDPx v1.0 — SemiAnalysis ↗
15.4% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Quant Trading · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.5% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Hardware Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
5.5% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Alignment · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Software Engineering · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.5% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Aria · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Arcverex · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Ergodex · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
16.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Arithmetic · Cybersecurity · partial credit · GDPx v1.0 — SemiAnalysis ↗
22.2% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · LatchBio · Biology · partial credit · GDPx v1.0 — SemiAnalysis ↗
26.2% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Living Context · Finance · partial credit · GDPx v1.0 — SemiAnalysis ↗
18.7% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Chakra · Legal · partial credit · GDPx v1.0 — SemiAnalysis ↗
15.4% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Third Moment · Quant Trading · partial credit · GDPx v1.0 — SemiAnalysis ↗
9.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Extrapolate · Recursive Self-Improvement · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.5% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Beautiful Machines · Hardware Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
4.2% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · ValenceForge · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
6.8% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Emulated · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Fleet · Alignment · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · DeepSeek V4.1 Flash 1017 · GDPx v1.0 · Datacurve · Software Engineering · partial credit · GDPx v1.0 — SemiAnalysis ↗
Similar positions on shared benchmark leaderboards. Smaller gaps are closer.
25 of 40 shared benchmark comparisons
25 of 40 shared benchmark comparisons
38 of 40 shared benchmark comparisons
Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.
The model card labels tool-enabled visual evaluations and names specific releases. Preserve these conditions when reading its comparison table. Reviewed 2026-10-25.
Read the official model report ↗Complex terminal work spans coding, science, infrastructure, and other technical tasks, with executable checks.
Expert-authored questions stretch academic reasoning and knowledge across many disciplines.
Original engineering problems test coding agents on substantial changes in existing repositories.
Agents reconstruct programs from observed behavior rather than receiving a conventional repository repair issue.
Professional software workflows test whether an agent can deliver the requested result in a real application environment.
A natural-language software request is used to assess whether an agent can produce a working repository.
This named professional-task evaluation appears in DeepSeek’s recent model comparison.
Specialist charts test visual reasoning grounded in professional practice.
Visual problem solving tests whether a model can reason over image structure rather than rely only on familiar textual knowledge.
Challenging visual questions probe failures that remain after ordinary image understanding becomes strong.
Business workflows require an agent to coordinate real tools and leave the simulated business systems in the required final state.
COMPARISON CHECKLIST
Match benchmark version, task subset, model effort, harness, tool access, attempt budget, scoring rule, and fallback behavior. A shared benchmark name is the start of a comparison, not proof that two reported scores use the same contract.
DeepSeek original report ↗