Convai InnovationsJared PalmerDecision matchup
Laya Typed Decisionsvs.Kev 0.8B
Which model makes better decisions?
Kev 0.8B does better in independent tests.
Pick Laya Typed Decisions for
Pick Kev 0.8B 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”.
Zero-shot IE benchmark
Kev 0.8B aheadKev 0.8B is clearly ahead in 1 of 4 subtests, Laya Typed Decisions in none. 3 are level.
Zero-shot IE multilingual: medium-resource-language tier accuracy
18 tasks, as of October 17, 2026
Zero-shot IE multilingual: rare-language tier accuracy
18 tasks, as of October 17, 2026
Zero-shot IE multilingual: popular-language tier accuracy
18 tasks, as of October 17, 2026
Show all 4 subtests
| Subtest | Laya Typed Decisions | Kev 0.8B | Verdict |
|---|---|---|---|
| Zero-shot IE multilingual: medium-resource-language tier accuracy | 44.0 % | 89.0 % | Kev 0.8B ahead |
| Zero-shot IE multilingual: rare-language tier accuracy | 33.0 % | 50.0 % | level |
| Zero-shot IE multilingual: popular-language tier accuracy | 100.0 % | 94.0 % | level |
| Zero-shot IE spectrum: mixed-pool classification accuracy | 70.8 | 72.9 | level |
Source · latest October 17, 2026
All data side by side
| Laya Typed Decisions | Kev 0.8B | |
|---|---|---|
| Kind | Standalone | Adapter |
| Developer | Convai Innovations | Jared Palmer |
| Status | Open source | Open source |
| Released | n/a | September 20, 2026 |
| Weights | open | open |
| Runs locally | yes | yes |
| Parameters | 0.42 B | n/a |
| License | Apache-2.0 | Apache-2.0 for the adapter and head |
| Popularity (out of 100) | 40 | 45 |