calibre

What Jev does in calibre

The project describes itself this way: Calibration and confidence-based routing measured on Banking77: 80.2% accuracy at $0.103 per 500 decisions. In the Benchmarks & research category, Jev typically decides labels and probabilities on fixed test sets, so accuracy, calibration and latency can be measured.

Verification

Verified. We confirmed this repository and its Jev relevance through the GitHub API and the source lists below. A specific file link has not been recorded yet.

Topics

• benchmark
• calibration
• confidence
• deepseek
• jev
• llm
• routing
• typesafe

How Benchmarks & research projects use Jev

Benchmarks and research projects test Jev rather than just use it. They compare it with language models and other classifiers, check whether its probabilities are well calibrated, and explore where the decision-model approach breaks down.

Also listed in: Routing & Cost Optimization.

Related Jev projects in Benchmarks & research

1. jev-agent-failure-benchmarkTokenTrim/jev-agent-failure-benchmarkA benchmark using Jev to attribute multi-Agent failures to an Agent, step and error type.★ 2
   Python
2. jev-medhallu-benchmarkstperic/jev-medhallu-benchmarkTypeSafe's Jev and four fast LLMs added to Stanford MedHELM's MedHallu results: harness, preregistered run plans and every run file.★ 2
   Python
3. jev-for-engineersFoadsf/jev-for-engineersEight mechanical and electrical engineering experiments using Jev for task routing, log checks and component selection.★ 3
   Python
4. decision-benchHanno-Labs/decision-benchOpen benchmark runtime for document-grounded decision models.★ 1
   Python
5. jev-synergy-screeningPistachioAIHQ/jev-synergy-screeningA Jev title-and-abstract screening experiment compared with Cohen Abstract Triage labels for an ADHD review.★ 1
   Python
6. jev-behavior-studyRINNECODER/jev-behavior-studyAn independent Jev 1.13.0 behavior study recording successes and failures across question framing, input conditions and games.★ 3
   Python

See all 107 Benchmarks & research projects →

Where we found it

• heyjunpenn/awesome-jev
• MrJev/awesome-jev