Inkling Small · Harvey LAB-AA v1.1 · all-pass ↗
Thinking Machines / MODEL EVIDENCE
Inkling Small
3 benchmarks · 3 observations · 3 sources · released 2026-07-30
Scores at a glance
46 benchmarks · large dot: Inkling Small; small dots: closest models where reported
Inkling Small · EnterpriseOps-Gym-AA ↗
Inkling Small · CritPt v2 · code tools ↗
Inkling Small · GPQA Diamond · Accuracy ↗
1 more reported result
88.51% · Inkling Small (xhigh) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
Inkling Small (xhigh) · FrontierMath-Tiers-1-3-v2-Private · Best score (across scorers) · % ↗
Inkling Small (xhigh) · FrontierMath-Tier-4-v2-Private · Best score (across scorers) · % ↗
Inkling Small (xhigh) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % ↗
Inkling Small (xhigh) · SimpleQA Verified · Best score (across scorers) · % ↗
Inkling Small (xhigh) · Mystery Game Puzzles · Best score (across scorers) · % ↗
Inkling Small (xhigh) · ARC-AGI · Score · % ↗
3 more reported results
78% · Inkling Small (high) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
67% · Inkling Small (medium) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
52.5% · Inkling Small (low) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
Inkling Small (xhigh) · ARC-AGI-2 · Score · % ↗
3 more reported results
33.06% · Inkling Small (high) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
13.61% · Inkling Small (medium) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
4.86% · Inkling Small (low) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
Inkling Small · CritPt · Accuracy · % ↗
Inkling Small · ProofBench · Accuracy ↗
1 more reported result
6% · Inkling Small · ProofBench · Accuracy · % · Epoch AI · ProofBench ↗
Inkling Small · SciCode · Score · % ↗
Inkling Small · WebDev Arena · Elo ↗
Inkling-Small · General ECI · 26 October 2026 fit ↗
Inkling Small · Vals Index · Accuracy ↗
Inkling Small · Vals Finance Index · Accuracy ↗
Inkling Small · Vals Legal Index · Accuracy ↗
Inkling Small · Vals Multimodal Index · Accuracy ↗
Inkling Small · Legal Research Bench · All-Pass ↗
Inkling Small · HLAB-Vals-1.1 · Task Pass Rate ↗
Inkling Small · LegalBench · Accuracy ↗
Inkling Small · Harvey's Legal Agent Benchmark v1 · Accuracy ↗
Inkling Small · Finance Agent · Accuracy ↗
Inkling Small · Excel Modeling Benchmark · Accuracy ↗
1 more reported result
31.76 % · Inkling Small · Excel Modeling Benchmark v1 · Accuracy · Vals AI · Excel Modeling Benchmark v1 ↗
Inkling Small · Tax Agent Bench · Accuracy ↗
Inkling Small · Finance Agent v2 · Accuracy ↗
Inkling Small · CorpFin · Accuracy ↗
Inkling Small · MortgageTax · Accuracy ↗
1 more reported result
75.51 % · Inkling Small · TaxEval · Accuracy · Vals AI · TaxEval ↗
Inkling Small · MedCode · Accuracy ↗
Inkling Small · MedScribe · Accuracy ↗
Inkling Small · MMLU Pro · Accuracy ↗
Inkling Small · SAGE · Accuracy ↗
Inkling Small (OpenHands) · Vibe Code Bench · original task set ↗
Inkling Small · Code Migration · Accuracy ↗
1 more reported result
13.68 % · Inkling Small · Code Migration v1 · Accuracy · Vals AI · Code Migration v1 ↗
Inkling Small · ProgramBench · Accuracy ↗
Inkling Small (Mini-SWE-agent) · Terminal-Bench 4.0 · Score ↗
Inkling Small (OpenHands) · SkillsBench · Score ↗
Inkling Small · IOI · Accuracy ↗
Inkling Small (Mini-SWE-agent) · SWE-bench Verified · Score ↗
Inkling Small · LiveCodeBench · Accuracy ↗
Inkling Small · CyberBench · Accuracy ↗
Inkling Small · Public Benefits Bench · Accuracy ↗
Inkling-small · Scale Labs · Score ↗
Inkling-small · Scale Labs · audiomc ↗
1 more reported result
54.87% · Inkling-small · Scale Labs · audiomc-text · Scale Labs / SEAL · Scale Labs ↗
Closest models by score
Similar positions on shared benchmark leaderboards. Smaller gaps are closer.
34 of 40 shared benchmark comparisons
25 of 40 shared benchmark comparisons
26 of 40 shared benchmark comparisons
How similarity is measured
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.
Sources
Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.
- CritPt v2 Benchmark | Artificial Analysis ↗
- EnterpriseOps-Gym-AA Benchmark | Artificial Analysis ↗
- Harvey LAB-AA v1.1 Benchmark | Artificial Analysis ↗
Names used in source tables
Inkling Small