CloudflareFastino LabsDecision matchup
Clef-Flashvs.GLiNER2.5-Decide
Which model makes better decisions?
Clef-Flash does better in independent tests, while GLiNER2.5-Decide is much smaller.
Pick Clef-Flash 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
Clef-Flash aheadClef-Flash is clearly ahead in 22 of 37 subtests and slightly in 12, GLiNER2.5-Decide in 1 clearly and slightly 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 | Clef-Flash | GLiNER2.5-Decide | Verdict |
|---|---|---|---|
| Home appliances · Decision Index 0.4.1 | 97.7 | 0.0 | Clef-Flash ahead |
| SATA-Bench · Decision Index 0.4.1 | 36.6 | 0.7 | Clef-Flash ahead |
| API-Bank · Decision Index 0.4.1 | 93.1 | 7.7 | Clef-Flash ahead |
| MMLU-Pro · Decision Index 0.4.1 | 65.2 | 16.1 | Clef-Flash ahead |
| HellaSwag · Decision Index 0.4.1 | 98.6 | 32.2 | Clef-Flash ahead |
| ChessBench · Decision Index 0.4.1 | 23.1 | 8.1 | Clef-Flash ahead |
| GSM8K · Decision Index 0.4.1 | 46.7 | 17.3 | Clef-Flash ahead |
| GPQA Diamond · Decision Index 0.4.1 | 51.5 | 21.4 | Clef-Flash ahead |
| BBH · Decision Index 0.4.1 | 68.9 | 31.1 | Clef-Flash ahead |
| CRUXEval · Decision Index 0.4.1 | 86.5 | 40.2 | Clef-Flash ahead |
| BFCL · Decision Index 0.4.1 | 98.8 | 46.2 | Clef-Flash ahead |
| New Yorker · Decision Index 0.4.1 | 66.3 | 32.2 | Clef-Flash ahead |
| When2Call · Decision Index 0.4.1 | 65.3 | 33.4 | Clef-Flash ahead |
| CLadder · Decision Index 0.4.1 | 97.7 | 50.1 | Clef-Flash ahead |
| WinoGrande · Decision Index 0.4.1 | 97.6 | 50.7 | Clef-Flash ahead |
| MuSR · Decision Index 0.4.1 | 86.2 | 45.2 | Clef-Flash ahead |
| BPoMP · Decision Index 0.4.1 | 95.4 | 58.2 | Clef-Flash ahead |
| Habermas · Decision Index 0.4.1 | 71.8 | 45.5 | Clef-Flash ahead |
| PhishNChips · Decision Index 0.4.1 | 75.1 | 50.0 | Clef-Flash ahead |
| Humicroedit · Decision Index 0.4.1 | 75.1 | 50.6 | Clef-Flash ahead |
| HLE · Decision Index 0.4.1 | 11.8 | 16.8 | GLiNER2.5-Decide ahead |
| cfcolor · Decision Index 0.4.1 | 65.9 | 53.4 | Clef-Flash ahead |
| HoVer · Decision Index 0.4.1 | 61.2 | 50.7 | Clef-Flash ahead |
| ACOS · Decision Index 0.4.1 | 26.0 | 0.0 | Clef-Flash slightly ahead |
| ContractNLI · Decision Index 0.4.1 | 84.5 | 21.8 | Clef-Flash slightly ahead |
| Amazon ESCI · Decision Index 0.4.1 | 57.4 | 23.3 | Clef-Flash slightly ahead |
| ANLI · Decision Index 0.4.1 | 59.1 | 30.9 | Clef-Flash slightly ahead |
| BRIGHT · Decision Index 0.4.1 | 38.3 | 20.1 | Clef-Flash slightly ahead |
| ToolRet · Decision Index 0.4.1 | 66.2 | 38.2 | Clef-Flash slightly ahead |
| iSarcasmEval · Decision Index 0.4.1 | 19.7 | 32.4 | GLiNER2.5-Decide slightly ahead |
| NLI4CT · Decision Index 0.4.1 | 78.6 | 48.0 | Clef-Flash slightly ahead |
| FinEntity · Decision Index 0.4.1 | 97.1 | 66.2 | Clef-Flash slightly ahead |
| RAGTruth · Decision Index 0.4.1 | 35.6 | 25.3 | Clef-Flash slightly ahead |
| VAST · Decision Index 0.4.1 | 49.6 | 35.3 | Clef-Flash slightly ahead |
| BANKING77 · Decision Index 0.4.1 | 90.8 | 65.6 | Clef-Flash slightly ahead |
| CLINC150 · Decision Index 0.4.1 | 66.9 | 60.4 | Clef-Flash slightly ahead |
| POP909 · Decision Index 0.4.1 | 1.6 | 1.7 | level |
Source · latest October 28, 2026
Zero-shot IE benchmark
levelZero-shot IE spectrum: mixed-pool classification accuracy
48 tasks, as of October 17, 2026
Source · latest October 17, 2026
All data side by side
| Clef-Flash | GLiNER2.5-Decide | |
|---|---|---|
| Kind | Standalone | Classifier |
| Developer | Cloudflare | Fastino Labs |
| Status | Active | Open source |
| Released | October 1, 2026 | n/a |
| Weights | open | open |
| Runs locally | yes | yes |
| Parameters | 9 B | 0.34 B |
| License | Apache-2.0 | Apache-2.0 |
| Price | $0.090 per 1M input tokens (8,182 neurons per 1M) | n/a |
| Popularity (out of 100) | 51 | 56 |