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LIVE RANKINGS & DATA
Loading the latest published snapshot and its supporting evidence.
Exact CoALM-8B configuration in the reviewed BFCL v4 leaderboard.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value | As of | Evidence | Confidence |
|---|---|---|---|---|
| model_tool_useBFCL evaluation total cost | $25.33reported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL format-sensitivity max delta | 79 percentage_pointsreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL format-sensitivity standard deviation | 34.18 percentage_pointsreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL irrelevance-detection accuracy | 86.9 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL live accuracy | 66.77 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL mean latency | 20.36 secondsmeasured | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL memory accuracy | 2.8 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL multi-turn accuracy | 8 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL non-live AST accuracy | 84.87 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL overall accuracy | 26.81 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL p95 latency | 138.04 secondsmeasured | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL relevance-detection accuracy | 87.5 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL web-search accuracy | 0 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
Every currently published position, joined to its snapshot, confidence, and methodology version.
| Rank | Leaderboard | Score | Movement | Confidence | As of | Method | Open explanation |
|---|---|---|---|---|---|---|---|
| #84 | BFCL Tool-Use Configurationsbfcl-tool-use-configurations | 26.81 | — | 100% | Apr 13, 2026 | vbfcl-v4-2026-04-13-official-v1-bfcl-tool-use-configurations-v1 | Explain → |
Ranks exact model-plus-inference configurations by official UC Berkeley BFCL overall accuracy.
Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| benchmarkVersion | v4 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| bfcl evaluation total cost usd | — | 0% | 0 | 1 | available |
| bfcl format sensitivity max delta | — | 0% | 0 | 1 | available |
| bfcl format sensitivity standard deviation |
13 published observations for CoALM-8B. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| BFCL multi-turn accuracybfcl-multi-turn-accuracy | 8percent | reported | Apr 13, 2026 | 100% | View source
|
| BFCL live accuracybfcl-live-accuracy | 66.77percent | reported | Apr 13, 2026 | 100% | View source
|
| — |
| 0% |
| 0 |
| 1 |
| available |
| bfcl irrelevance detection accuracy | — | 0% | 0 | 1 | available |
|---|
| bfcl latency mean seconds | — | 0% | 0 | 1 | available |
|---|
| bfcl latency p95 seconds | — | 0% | 0 | 1 | available |
|---|
| bfcl live accuracy | — | 0% | 0 | 1 | available |
|---|
| bfcl memory accuracy | — | 0% | 0 | 1 | available |
|---|
| bfcl multi turn accuracy | — | 0% | 0 | 1 | available |
|---|
| bfcl non live ast accuracy | — | 0% | 0 | 1 | available |
|---|
| bfcl overall accuracy | — | 100% | 26.81 | 1 | available |
|---|
| bfcl relevance detection accuracy | — | 0% | 0 | 1 | available |
|---|
| bfcl web search accuracy | — | 0% | 0 | 1 | available |
|---|
| interactionMode | unspecified | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| metrics | Structured | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| organization | UIUC + Oumi | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| rankingDirection | descending | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| reviewedAsOf | 2026-04-13 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| sourceConfiguration | CoALM-8B | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| upstreamRank | 84 | Unavailable | 84 | 0 | unavailableno_public_frozen_evidence |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
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|
|---|
| BFCL mean latencybfcl-latency-mean-seconds | 20.36seconds | measured | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL overall accuracybfcl-overall-accuracy | 26.81percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL memory accuracybfcl-memory-accuracy | 2.8percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL evaluation total costbfcl-evaluation-total-cost-usd | 25.33USD · USD | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL format-sensitivity max deltabfcl-format-sensitivity-max-delta | 79percentage_points | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL relevance-detection accuracybfcl-relevance-detection-accuracy | 87.5percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL irrelevance-detection accuracybfcl-irrelevance-detection-accuracy | 86.9percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL web-search accuracybfcl-web-search-accuracy | 0percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL p95 latencybfcl-latency-p95-seconds | 138.04seconds | measured | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL non-live AST accuracybfcl-non-live-ast-accuracy | 84.87percent | reported | Apr 13, 2026 | 100% | View source
|
|---|