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Loading the latest published snapshot and its supporting evidence.
Exact Gemma-3-4b-it (Prompt) 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 | $4.14reported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL format-sensitivity max delta | 69.5 percentage_pointsreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL format-sensitivity standard deviation | 23.67 percentage_pointsreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL irrelevance-detection accuracy | 53.94 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL live accuracy | 60.84 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL mean latency | 4.69 secondsmeasured | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL memory accuracy | 8.6 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL multi-turn accuracy | 0.38 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL non-live AST accuracy | 61.12 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL overall accuracy | 19.62 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL p95 latency | 11.42 secondsmeasured | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL relevance-detection accuracy | 100 percentreported | Apr 13, 2026 | Berkeley Function Calling Leaderboard ↗Grade A | 100% |
| model_tool_useBFCL web-search accuracy | 1 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 |
|---|---|---|---|---|---|---|---|
| #101 | BFCL Tool-Use Configurationsbfcl-tool-use-configurations | 19.62 | — | 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 |
13 published observations for Gemma-3-4b-it (Prompt). Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| BFCL relevance-detection accuracybfcl-relevance-detection-accuracy | 100percent | reported | Apr 13, 2026 | 100% | View source
|
| BFCL non-live AST accuracybfcl-non-live-ast-accuracy | 61.12percent | reported | Apr 13, 2026 | 100% | View source
|
| bfcl format sensitivity standard deviation |
|---|
| — |
| 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% | 19.62 | 1 | available |
|---|
| bfcl relevance detection accuracy | — | 0% | 0 | 1 | available |
|---|
| bfcl web search accuracy | — | 0% | 0 | 1 | available |
|---|
| interactionMode | Prompt | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| metrics | Structured | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| organization | 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 | Gemma-3-4b-it (Prompt) | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| upstreamRank | 101 | Unavailable | 101 | 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 | 4.69seconds | measured | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL format-sensitivity max deltabfcl-format-sensitivity-max-delta | 69.5percentage_points | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL irrelevance-detection accuracybfcl-irrelevance-detection-accuracy | 53.94percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL multi-turn accuracybfcl-multi-turn-accuracy | 0.38percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL live accuracybfcl-live-accuracy | 60.84percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL overall accuracybfcl-overall-accuracy | 19.62percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL web-search accuracybfcl-web-search-accuracy | 1percent | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL format-sensitivity standard deviationbfcl-format-sensitivity-standard-deviation | 23.67percentage_points | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL evaluation total costbfcl-evaluation-total-cost-usd | 4.14USD · USD | reported | Apr 13, 2026 | 100% | View source
|
|---|
| BFCL p95 latencybfcl-latency-p95-seconds | 11.42seconds | measured | Apr 13, 2026 | 100% | View source
|
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