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Exact claude-sonnet-4-6-thinking-auto-medium-effort inference configuration in the official LiveBench 2026-06-25 release.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| model_capabilityLiveBench Agentic Coding score | 42.63 percentderived |
| model_capabilityLiveBench Coding score | 79.27 percentderived |
| model_capabilityLiveBench Data Analysis score | 77.95 percentderived |
| model_capabilityLiveBench IF score | 63.22 percentderived |
| model_capabilityLiveBench Language score | 76.1 percentderived |
| model_capabilityLiveBench Mathematics score | 86.99 percentderived |
| model_capabilityLiveBench overall score | 72.99 percentderived |
| model_capabilityLiveBench Reasoning score | 84.77 percentderived |
| model_efficiencyLiveBench average input tokens | 1,328 tokensmeasured |
| model_efficiencyLiveBench average output tokens | 13,226 tokensmeasured |
| model_efficiencyLiveBench cost per question | $0.22derived |
| model_efficiencyLiveBench cost per successful task | $0.31derived |
| model_efficiencyLiveBench input price | $3.00reported |
| model_efficiencyLiveBench output price | $15.00reported |
Every currently published position, as of Jun 25, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Method | Explain |
|---|---|---|---|---|
| #29 | LiveBench Model Capability | 72.99 | vlivebench-2026-06-25-official-v1-livebench-model-capability-v1 | Explain LiveBench Model Capability rank → |
| #26 | LiveBench Model Cost Efficiency | 0.31 | vlivebench-2026-06-25-official-v1-livebench-model-efficiency-v1 | Explain LiveBench Model Cost Efficiency rank → |
Ranks exact model configurations by the mean of seven official LiveBench category averages.
Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.
100% confidence · 67% component coverage · as of Jun 25, 2026, 11:59 PM UTC
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| livebench agentic coding score | — | 0% | 0 | 1 | available |
| livebench coding score | — | 0% | 0 | 1 | available |
| livebench data analysis score | — | 0% | 0 | 1 | available |
| livebench instruction following score |
15 published observations for Claude Sonnet 4 6 Thinking Auto Medium Effort, all at 100% confidence, as of Jun 25, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| LiveBench Language scorelivebench-language-score | 76.1027percent | derived | View source
|
| LiveBench IF scorelivebench-instruction-following-score | 63.2208percent | derived | View source
|
| — |
| 0% |
| 0 |
| 1 |
| available |
| livebench language score | — | 0% | 0 | 1 | available |
|---|
| livebench mathematics score | — | 0% | 0 | 1 | available |
|---|
| livebench overall score | — | 100% | 72.99 | 1 | available |
|---|
| livebench reasoning score | — | 0% | 0 | 1 | available |
|---|
| metrics | Structured | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| rankingDirection | descending | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| release | 2026-06-25 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| sourceModelId | claude-sonnet-4-6-thinking-auto-medium-effort | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
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|
|---|
| LiveBench input pricelivebench-input-price-per-million-usd | 3USD · USD_per_million_tokens | reported | View source
|
|---|
| LiveBench cost per questionlivebench-cost-per-question-usd | 0.2235USD · USD_per_question | derived | View source
|
|---|
| LiveBench output pricelivebench-output-price-per-million-usd | 15USD · USD_per_million_tokens | reported | View source
|
|---|
| LiveBench cost per successful tasklivebench-cost-per-successful-task-usd | 0.3062USD · USD_per_successful_task | derived | View source
|
|---|
| LiveBench Mathematics scorelivebench-mathematics-score | 86.994percent | derived | View source
|
|---|
| LiveBench overall scorelivebench-overall-score | 72.99percent | derived | View source
|
|---|
| LiveBench Coding scorelivebench-coding-score | 79.2715percent | derived | View source
|
|---|
| LiveBench Agentic Coding scorelivebench-agentic-coding-score | 42.626percent | derived | View source
|
|---|
| LiveBench overall scorelivebench-overall-score | 72.99percent | derived | View source
|
|---|
| LiveBench average output tokenslivebench-average-output-tokens | 13,226tokens | measured | View source
|
|---|
| LiveBench Reasoning scorelivebench-reasoning-score | 84.7693percent | derived | View source
|
|---|
| LiveBench average input tokenslivebench-average-input-tokens | 1,328tokens | measured | View source
|
|---|