Benchmarks

34 results across 22 benchmarks

Benchmark results for GLM-5.3
BenchmarkScoreSource
APEX-Agents OriginalEffort: Max56.6%mercor.com for GLM-5.3 (max) on APEX-Agents Original (opens in a new tab)Archived copy (opens in a new tab)Pass rateReported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on APEX-Agents Original
AutomationBench 1.0.6Effort: Max48.2%z.ai for GLM-5.3 (max) on AutomationBench 1.0.6 (opens in a new tab)Task pass rateReported Launch postZ.aiSelf-reportedRecord for GLM-5.3 on AutomationBench 1.0.6
CursorBench 4.0Effort: Low33.3%cursor.com for GLM-5.3 (low) on CursorBench 4.0 (opens in a new tab)Archived copy (opens in a new tab)CursorBench AccuracyReported Benchmark leaderboardCursorIndependentRecord for GLM-5.3 on CursorBench 4.0
CursorBench 4.0Effort: High38.0%cursor.com for GLM-5.3 (high) on CursorBench 4.0 (opens in a new tab)Archived copy (opens in a new tab)CursorBench AccuracyReported Benchmark leaderboardCursorIndependentRecord for GLM-5.3 on CursorBench 4.0
CursorBench 4.0Effort: Max42.6%cursor.com for GLM-5.3 (max) on CursorBench 4.0 (opens in a new tab)Archived copy (opens in a new tab)CursorBench AccuracyReported Benchmark leaderboardCursorIndependentRecord for GLM-5.3 on CursorBench 4.0
CyberGym OriginalEffort: Max84.5%z.ai for GLM-5.3 (max) on CyberGym Original (opens in a new tab)Vulnerability reproduction successReported Launch postZ.aiSelf-reportedRecord for GLM-5.3 on CyberGym Original
DeepSWE 1.1Effort: Max69.0%deepswe.datacurve.ai for GLM-5.3 (max) on DeepSWE 1.1 (opens in a new tab)DeepSWE Pass@1Reported Benchmark leaderboardDatacurveIndependentRecord for GLM-5.3 on DeepSWE 1.1
DeepSWE 1.1 — Mercor mini-swe-agent, 500 stepsEffort: MaxConfiguration: Mercor mini-swe-agent, 500 steps, 2 hours70.5%mercor.com for GLM-5.3 (max) on DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps (opens in a new tab)Archived copy (opens in a new tab)DeepSWE Pass@1Reported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps
Finance Agent Benchmark 2 — October 2026 evaluationEffort: Max55.8%vals.ai for GLM-5.3 (max) on Finance Agent Benchmark 2 — October 2026 evaluation (opens in a new tab)Archived copy (opens in a new tab)Finance Agent AccuracyReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on Finance Agent Benchmark 2 — October 2026 evaluation
FrontierSWE 2 — October 2026 evaluationConfiguration: Proximus harness, 5 trials, 20-hour budget30.2%frontierswe.com for GLM-5.3 on FrontierSWE 2 — October 2026 evaluation (opens in a new tab)Archived copy (opens in a new tab)FrontierSWE ScoreReported Benchmark leaderboardProximalIndependentRecord for GLM-5.3 on FrontierSWE 2 — October 2026 evaluation
GPQA Diamond — Epoch AI harnessEffort: MaxConfiguration: Epoch AI harness90.9%epoch.ai for GLM-5.3 (max) on Graduate-Level Google-Proof Q&A Diamond — Epoch AI harness (opens in a new tab)Archived copy (opens in a new tab)GPQA Diamond AccuracyReported Evaluated Benchmark leaderboardEpoch AIIndependentRecord for GLM-5.3 on Graduate-Level Google-Proof Q&A Diamond — Epoch AI harness
GPQA Diamond — Mercor single-shotEffort: MaxConfiguration: Mercor single-shot agent91.3%mercor.com for GLM-5.3 (max) on Graduate-Level Google-Proof Q&A Diamond — Mercor single-shot (opens in a new tab)Archived copy (opens in a new tab)GPQA Diamond AccuracyReported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on Graduate-Level Google-Proof Q&A Diamond — Mercor single-shot
GPQA Diamond — Vals AI harnessEffort: MaxConfiguration: Vals AI harness: mean of zero-shot and few-shot CoT88.1%vals.ai for GLM-5.3 (max) on Graduate-Level Google-Proof Q&A Diamond — Vals AI harness (opens in a new tab)Archived copy (opens in a new tab)GPQA Diamond AccuracyReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on Graduate-Level Google-Proof Q&A Diamond — Vals AI harness
HLAB October 2026 evaluationEffort: Max8.3%vals.ai for GLM-5.3 (max) on Harvey's Legal Agent Benchmark October 2026 evaluation (opens in a new tab)Archived copy (opens in a new tab)HLAB Task Pass RateReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on Harvey's Legal Agent Benchmark October 2026 evaluation
Humanity's Last Exam Text only — Mercor single-shotEffort: MaxConfiguration: Mercor single-shot agent40.0%mercor.com for GLM-5.3 (max) on Humanity's Last Exam Text only — Mercor single-shot (opens in a new tab)Archived copy (opens in a new tab)Humanity's Last Exam AccuracyReported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on Humanity's Last Exam Text only — Mercor single-shot
MCP Atlas Public, April 2026 update84.2%labs.scale.com for GLM-5.3 on MCP Atlas Public, April 2026 update (opens in a new tab)Pass rateReported Benchmark leaderboardScale AIIndependentRecord for GLM-5.3 on MCP Atlas Public, April 2026 update
MMLU-Pro Original — Mercor single-shotEffort: MaxConfiguration: Mercor single-shot agent88.0%mercor.com for GLM-5.3 (max) on MMLU-Pro Original — Mercor single-shot (opens in a new tab)Archived copy (opens in a new tab)AccuracyReported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on MMLU-Pro Original — Mercor single-shot
MMLU-Pro Original — Vals AI harnessEffort: MaxConfiguration: Vals AI harness86.8%vals.ai for GLM-5.3 (max) on MMLU-Pro Original — Vals AI harness (opens in a new tab)Archived copy (opens in a new tab)AccuracyReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on MMLU-Pro Original — Vals AI harness
NL2Repo Bench OriginalEffort: Max58.0%z.ai for GLM-5.3 (max) on NL2Repo Bench Original (opens in a new tab)Average test pass rateReported Launch postZ.aiSelf-reportedRecord for GLM-5.3 on NL2Repo Bench Original
PostTrainBench 1.2 — Claude CodeEffort: MaxConfiguration: Claude Code harness34.5%posttrainbench.com for GLM-5.3 (Max) on PostTrainBench 1.2 — Claude Code (opens in a new tab)Archived copy (opens in a new tab)PostTrainBench Weighted AggregateReported Benchmark leaderboardPostTrainBenchIndependentPostTrainBench TeamRecord for GLM-5.3 on PostTrainBench 1.2 — Claude Code
Riemann-bench October 2026 leaderboardEffort: Max12.0%surgehq.ai for GLM-5.3 (Max) on Riemann-bench October 2026 leaderboard (opens in a new tab)Archived copy (opens in a new tab)Riemann-bench Pass@1Reported Benchmark leaderboardSurge AIIndependentRecord for GLM-5.3 on Riemann-bench October 2026 leaderboard
SimpleQA Verified Original — Epoch AI harnessEffort: MaxConfiguration: Epoch AI harness41.0%epoch.ai for GLM-5.3 (max) on SimpleQA Verified Original — Epoch AI harness (opens in a new tab)Archived copy (opens in a new tab)AccuracyReported Evaluated Benchmark leaderboardEpoch AIIndependentRecord for GLM-5.3 on SimpleQA Verified Original — Epoch AI harness
SWE Atlas Codebase QnA — Mercor mini-swe-agent, 250 stepsEffort: MaxConfiguration: Mercor mini-swe-agent, 250 steps, 1 hour42.5%mercor.com for GLM-5.3 (max) on SWE Atlas Codebase QnA — Mercor mini-swe-agent, 250 steps (opens in a new tab)Archived copy (opens in a new tab)Mean pass@1Reported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on SWE Atlas Codebase QnA — Mercor mini-swe-agent, 250 steps
SWE-bench Multilingual — Mercor mini-swe-agent, 1000 stepsEffort: MaxConfiguration: Mercor mini-swe-agent, 1000 steps, 3 hours87.6%mercor.com for GLM-5.3 (max) on SWE-bench Multilingual — Mercor mini-swe-agent, 1000 steps (opens in a new tab)Archived copy (opens in a new tab)Resolved TasksReported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on SWE-bench Multilingual — Mercor mini-swe-agent, 1000 steps
SWE-bench Verified — Mercor mini-swe-agent, 1000 stepsEffort: MaxConfiguration: Mercor mini-swe-agent, 1000 steps, 3 hours81.7%mercor.com for GLM-5.3 (max) on SWE-bench Verified — Mercor mini-swe-agent, 1000 steps (opens in a new tab)Archived copy (opens in a new tab)Resolved TasksReported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on SWE-bench Verified — Mercor mini-swe-agent, 1000 steps
SWE-bench Verified — Vals AI mini-swe-agentEffort: MaxConfiguration: mini-swe-agent harness95.4%vals.ai for GLM-5.3 (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab)Archived copy (opens in a new tab)Resolved TasksReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on SWE-bench Verified — Vals AI mini-swe-agent
Terminal-Bench 2.1 — Claude CodeEffort: MaxConfiguration: Claude Code harness88.2%z.ai for GLM-5.3 (max) on Terminal-Bench 2.1 — Claude Code (opens in a new tab)Terminal-Bench AccuracyReported Launch postZ.aiSelf-reportedRecord for GLM-5.3 on Terminal-Bench 2.1 — Claude Code
Terminal-Bench 2.1 — Vals AI Terminus 2Effort: MaxConfiguration: Terminus-2 harness71.5%vals.ai for GLM-5.3 (max) on Terminal-Bench 2.1 — Vals AI Terminus 2 (opens in a new tab)Archived copy (opens in a new tab)Terminal-Bench AccuracyReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on Terminal-Bench 2.1 — Vals AI Terminus 2
Terminal-Bench 4.0 — Claude CodeEffort: MaxConfiguration: Claude Code harness41.8%tbench.ai for GLM-5.3 (max) on Terminal-Bench 4.0 — Claude Code (opens in a new tab)Archived copy (opens in a new tab)Terminal-Bench AccuracyReported Benchmark leaderboardTerminal-BenchIndependentTerminal-Bench TeamRecord for GLM-5.3 on Terminal-Bench 4.0 — Claude Code
Terminal-Bench 4.0 — Mercor mini-swe-agentEffort: MaxConfiguration: Mercor mini-swe-agent, 1000 steps, 8 hours37.9%mercor.com for GLM-5.3 (max) on Terminal-Bench 4.0 — Mercor mini-swe-agent (opens in a new tab)Archived copy (opens in a new tab)Terminal-Bench AccuracyReported Benchmark leaderboardMercorIndependentRecord for GLM-5.3 on Terminal-Bench 4.0 — Mercor mini-swe-agent
Terminal-Bench 4.0 — Vals AI mini-swe-agentEffort: MaxConfiguration: mini-swe-agent harness38.9%vals.ai for GLM-5.3 (max) on Terminal-Bench 4.0 — Vals AI mini-swe-agent (opens in a new tab)Archived copy (opens in a new tab)Terminal-Bench AccuracyReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on Terminal-Bench 4.0 — Vals AI mini-swe-agent
Toolathlon VerifiedEffort: Max73.0%z.ai for GLM-5.3 (max) on Toolathlon Verified (opens in a new tab)Tasks completedReported Launch postZ.aiSelf-reportedRecord for GLM-5.3 on Toolathlon Verified
Vals Index 2.1Effort: Max53.5%vals.ai for GLM-5.3 (max) on Vals Index 2.1 (opens in a new tab)Archived copy (opens in a new tab)Vals Index GDP-weighted AccuracyReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on Vals Index 2.1
Vibe Code Bench 1.1 — OpenHands, October 2026 evaluationEffort: MaxConfiguration: OpenHands harness78.1%vals.ai for GLM-5.3 (max) on Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation (opens in a new tab)Archived copy (opens in a new tab)Vibe Code Bench ScoreReported Benchmark leaderboardVals AIIndependentRecord for GLM-5.3 on Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation