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Loading the latest published snapshot and its supporting evidence.
Exact MiniCPM3-4B (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 |
|---|---|
| model_tool_useBFCL evaluation total cost | $29.83reported |
| model_tool_useBFCL format-sensitivity max delta | 68 percentage_pointsreported |
| model_tool_useBFCL format-sensitivity standard deviation | 16.55 percentage_pointsreported |
| model_tool_useBFCL irrelevance-detection accuracy | 73.71 percentreported |
| model_tool_useBFCL live accuracy | 43.15 percentreported |
| model_tool_useBFCL mean latency | 31.18 secondsmeasured |
| model_tool_useBFCL memory accuracy | 9.46 percentreported |
| model_tool_useBFCL multi-turn accuracy | 3.5 percentreported |
| model_tool_useBFCL non-live AST accuracy | 70.54 percentreported |
| model_tool_useBFCL overall accuracy | 22.08 percentreported |
| model_tool_useBFCL p95 latency | 102.02 secondsmeasured |
| model_tool_useBFCL relevance-detection accuracy | 56.25 percentreported |
| model_tool_useBFCL web-search accuracy | 2 percentreported |
Every currently published position, as of Apr 13, 2026 · 100% confidence · methodology vbfcl-v4-2026-04-13-official-v1-bfcl-tool-use-configurations-v1.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #97 | BFCL Tool-Use Configurations | 22.08 | Explain BFCL Tool-Use Configurations rank → |
Ranks exact model-plus-inference configurations by official UC Berkeley BFCL overall accuracy.
Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.
100% confidence · 62% component coverage · as of Apr 13, 2026, 11:59 PM UTC
| 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 MiniCPM3-4B (Prompt), all at 100% confidence, as of Apr 13, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| BFCL overall accuracybfcl-overall-accuracy | 22.08percent | reported | View source
|
| BFCL format-sensitivity max deltabfcl-format-sensitivity-max-delta | 68percentage_points | reported | 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% | 22.08 | 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 | openbmb | 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 | MiniCPM3-4B (Prompt) | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| upstreamRank | 97 | Unavailable | 97 | 0 | unavailableno_public_frozen_evidence |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}{"csv":"https://gorilla.cs.berkeley.edu/data_overall.csv","repository":"https://github.com/ShishirPatil/gorilla/tree/main/berkeley-function-call-leaderboard","leaderboard":"https://gorilla.cs.berkeley.edu/leaderboard.html","rowIdentity":"Model","rankingColumn":"Overall Acc"}| BFCL non-live AST accuracybfcl-non-live-ast-accuracy | 70.54percent | reported | View source
|
|---|
| BFCL mean latencybfcl-latency-mean-seconds | 31.18seconds | measured | View source
|
|---|
| BFCL format-sensitivity standard deviationbfcl-format-sensitivity-standard-deviation | 16.55percentage_points | reported | View source
|
|---|
| BFCL multi-turn accuracybfcl-multi-turn-accuracy | 3.5percent | reported | View source
|
|---|
| BFCL p95 latencybfcl-latency-p95-seconds | 102.02seconds | measured | View source
|
|---|
| BFCL irrelevance-detection accuracybfcl-irrelevance-detection-accuracy | 73.71percent | reported | View source
|
|---|
| BFCL evaluation total costbfcl-evaluation-total-cost-usd | 29.83USD · USD | reported | View source
|
|---|
| BFCL web-search accuracybfcl-web-search-accuracy | 2percent | reported | View source
|
|---|
| BFCL relevance-detection accuracybfcl-relevance-detection-accuracy | 56.25percent | reported | View source
|
|---|
| BFCL memory accuracybfcl-memory-accuracy | 9.46percent | reported | View source
|
|---|
| BFCL live accuracybfcl-live-accuracy | 43.15percent | reported | View source
|
|---|