MapikaFastino LabsDecision matchup
Decider 35B A3B NVFP4vs.GLiNER2.5-Decide
Which model makes better decisions?
Decider 35B A3B NVFP4 does better in independent tests, while GLiNER2.5-Decide is much smaller.
Pick Decider 35B A3B NVFP4 for
Pick GLiNER2.5-Decide for
Shared tests
Independent evaluators and leaderboards only, the newest shared snapshot per evaluator. With 95 % ranges a lead counts when they do not overlap; for hit rates, when it holds in a 95 % test. Without any uncertainty figure at most “slightly ahead”.
Jev Decision Index
Decider 35B A3B NVFP4 aheadDecider 35B A3B NVFP4 is clearly ahead in 22 of 37 subtests and slightly in 13, GLiNER2.5-Decide in 1. 1 is level.
Home appliances · Decision Index 0.4.1
88 tasks, as of October 28, 2026
SATA-Bench · Decision Index 0.4.1
1,650 tasks, as of October 28, 2026
API-Bank · Decision Index 0.4.1
508 tasks, as of October 28, 2026
Show all 37 subtests
| Subtest | Decider 35B A3B NVFP4 | GLiNER2.5-Decide | Verdict |
|---|---|---|---|
| Home appliances · Decision Index 0.4.1 | 23.9 | 0.0 | Decider 35B A3B NVFP4 ahead |
| SATA-Bench · Decision Index 0.4.1 | 34.7 | 0.7 | Decider 35B A3B NVFP4 ahead |
| API-Bank · Decision Index 0.4.1 | 56.5 | 7.7 | Decider 35B A3B NVFP4 ahead |
| POP909 · Decision Index 0.4.1 | 6.7 | 1.7 | Decider 35B A3B NVFP4 ahead |
| MMLU-Pro · Decision Index 0.4.1 | 60.5 | 16.1 | Decider 35B A3B NVFP4 ahead |
| HellaSwag · Decision Index 0.4.1 | 96.7 | 32.2 | Decider 35B A3B NVFP4 ahead |
| GSM8K · Decision Index 0.4.1 | 41.5 | 17.3 | Decider 35B A3B NVFP4 ahead |
| BBH · Decision Index 0.4.1 | 71.3 | 31.1 | Decider 35B A3B NVFP4 ahead |
| BFCL · Decision Index 0.4.1 | 92.2 | 46.2 | Decider 35B A3B NVFP4 ahead |
| New Yorker · Decision Index 0.4.1 | 64.0 | 32.2 | Decider 35B A3B NVFP4 ahead |
| HLE · Decision Index 0.4.1 | 8.8 | 16.8 | GLiNER2.5-Decide ahead |
| GPQA Diamond · Decision Index 0.4.1 | 40.8 | 21.4 | Decider 35B A3B NVFP4 ahead |
| When2Call · Decision Index 0.4.1 | 59.7 | 33.4 | Decider 35B A3B NVFP4 ahead |
| WinoGrande · Decision Index 0.4.1 | 88.6 | 50.7 | Decider 35B A3B NVFP4 ahead |
| BPoMP · Decision Index 0.4.1 | 89.1 | 58.2 | Decider 35B A3B NVFP4 ahead |
| CRUXEval · Decision Index 0.4.1 | 59.8 | 40.2 | Decider 35B A3B NVFP4 ahead |
| MuSR · Decision Index 0.4.1 | 61.8 | 45.2 | Decider 35B A3B NVFP4 ahead |
| ChessBench · Decision Index 0.4.1 | 10.9 | 8.1 | Decider 35B A3B NVFP4 ahead |
| PhishNChips · Decision Index 0.4.1 | 66.9 | 50.0 | Decider 35B A3B NVFP4 ahead |
| CLadder · Decision Index 0.4.1 | 66.7 | 50.1 | Decider 35B A3B NVFP4 ahead |
| HoVer · Decision Index 0.4.1 | 63.5 | 50.7 | Decider 35B A3B NVFP4 ahead |
| Humicroedit · Decision Index 0.4.1 | 62.0 | 50.6 | Decider 35B A3B NVFP4 ahead |
| cfcolor · Decision Index 0.4.1 | 64.9 | 53.4 | Decider 35B A3B NVFP4 ahead |
| ACOS · Decision Index 0.4.1 | 27.2 | 0.0 | Decider 35B A3B NVFP4 slightly ahead |
| ContractNLI · Decision Index 0.4.1 | 75.0 | 21.8 | Decider 35B A3B NVFP4 slightly ahead |
| RAGTruth · Decision Index 0.4.1 | 63.1 | 25.3 | Decider 35B A3B NVFP4 slightly ahead |
| Amazon ESCI · Decision Index 0.4.1 | 50.6 | 23.3 | Decider 35B A3B NVFP4 slightly ahead |
| ANLI · Decision Index 0.4.1 | 66.0 | 30.9 | Decider 35B A3B NVFP4 slightly ahead |
| BRIGHT · Decision Index 0.4.1 | 41.7 | 20.1 | Decider 35B A3B NVFP4 slightly ahead |
| ToolRet · Decision Index 0.4.1 | 66.3 | 38.2 | Decider 35B A3B NVFP4 slightly ahead |
| iSarcasmEval · Decision Index 0.4.1 | 54.8 | 32.4 | Decider 35B A3B NVFP4 slightly ahead |
| NLI4CT · Decision Index 0.4.1 | 78.5 | 48.0 | Decider 35B A3B NVFP4 slightly ahead |
| CLINC150 · Decision Index 0.4.1 | 94.7 | 60.4 | Decider 35B A3B NVFP4 slightly ahead |
| VAST · Decision Index 0.4.1 | 54.5 | 35.3 | Decider 35B A3B NVFP4 slightly ahead |
| BANKING77 · Decision Index 0.4.1 | 89.8 | 65.6 | Decider 35B A3B NVFP4 slightly ahead |
| FinEntity · Decision Index 0.4.1 | 85.2 | 66.2 | Decider 35B A3B NVFP4 slightly ahead |
| Habermas · Decision Index 0.4.1 | 46.4 | 45.5 | level |
Source · latest October 28, 2026
All data side by side
| Decider 35B A3B NVFP4 | GLiNER2.5-Decide | |
|---|---|---|
| Kind | Standalone | Classifier |
| Developer | Mapika | Fastino Labs |
| Status | Open source | Open source |
| Weights | open | open |
| Runs locally | yes | yes |
| Parameters | 35 B | 0.34 B |
| License | Apache-2.0 | Apache-2.0 |
| Popularity (out of 100) | 0 | 56 |