タグ：calibration

calibration タグの付いた Jev GitHub プロジェクトを検索・並べ替えし、元のリポジトリを確認できます。

20AnyJev
Independent open-source Jev-style decision model that turns open LLMs into typed Choice, Noul, and Score judgments with probabilities.
nokia-applied-research/AnyJev · Python
1,202146
calibrationdecision-modelllmtransformersvllm
37awesome-jev
1207 public resources for Jev, TypeSafe AI's System One decision model, indexed by decision pattern. Source citations, dated link checks and scheduled call-site text checks; runtime and performance are not independently tested here. EN/中文, JSON schema and platform compatibility.
kydlikebtc/awesome-jev · Python
59824
agent-toolsai-agentsawesomeawesome-listcalibrationcatalogclassification
44awesome-jev-gallery
🔥🔥 Papers, open reproductions and independent evaluations behind System One models and Jev.
OmniJev/awesome-jev-gallery · JavaScript
50232
awesomeawesome-listcalibrated-probabilitiescalibrationdecision-modelllmllm-evaluation
92jevk5
JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache-2.0 weights and code.
allebee/jevk5 · Python
14812
calibrationdecision-modeljev-alternativejevbenchloraqwen
93building-with-typesafe-jev
Unofficial skill that teaches coding agents to build with TypeSafe AI's Jev: typed decisions, calibrated confidence, and prior art from 150+ community projects.
aaddrick/building-with-typesafe-jev · Python
13810
agent-skillsai-agentscalibrationclassificationclaude-codeclaude-code-plugin
139open-alternative-jev
Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks
ikermoel/open-alternative-jev · Python
6713
calibrationclassificationjev-alternativellmlogprobsopen-jevopen-source-jev
161open-jev-typed-decision-engine
Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.
intikhab49/open-jev-typed-decision-engine · Python
462
agent-observabilitycalibrationcolabdecision-modelexpected-calibration-errorhuggingfacellm-alternative
204jev-capability-atlas
Independent, evidence-based map of when TypeSafe's Jev actually holds up vs. breaks down — real API-call receipts, not a leaderboard. 中文為主的雙語 repo。
Zaious/jev-capability-atlas · Python
276
ai-agentsbenchmarkcalibrationllm-evaluationmachine-learningzh-tw
207jev-benchmarks
Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.
AbdelStark/jev-benchmarks · Python
265
pythonbenchmarkingcalibrationevaluation
232awesome-jev-usecases
Evidence-backed use cases, patterns, and guidance for building with Jev, TypeSafe AI's System One model. Every claim is labeled and sourced.
aliaihub/awesome-jev-usecases
218
ai-engineeringawesome-listcalibrationstructured-output
242awesome-jev-usecases
Evidence-backed index of real-world Jev (TypeSafe AI System One) use cases: repos, patterns, benchmarks, and measured results
anandi1989/awesome-jev-usecases
196
ai-agentsawesome-listbenchmarkbrowser-agentscalibration
298openvons
openvons (open-Jev): 有限選択肢に確率で答える判断層 — テキスト / 画像 / 日本語音声コマンド
genai-craft/openvons · Python
130
pythoncalibrationdecision-modeljapanese
315WaterSheep
A decision model that returns calibrated answers to yes/no, choice, score and multi-label questions.
SamratDuttaOfficial/WaterSheep · Python
123
browsercalibrationdecision-modelhuggingfacejavascriptjev-alternativelocal-first
317decision-model-benchmark
Independent, reproducible benchmark: a decision model (jev), eight constrained LLMs, and deterministic baselines on typed decisions - accuracy, calibration, latency, cost, failure modes
nibzard/decision-model-benchmark · HTML
110
benchmarkcalibrationdecision-modelllm-evaluationreproducibilityhtml
394awesome-jev-robustness
Tests, calibration audits and failure-mode studies of Jev (TypeSafe System One): jaggedness, consistency, injection, abstention.
Yifan-Lan/awesome-jev-robustness
74
awesome-listcalibrationrobustness
419system-one-gemma
Open-source Jev-style System One decision model. Gemma 3 270M with a scoring head — fast, calibrated decisions in a single forward pass. No text generation. Inspired by TypeSafe.ai's Jev.
akash-kamat/system-one-gemma · Python
72
pythoncalibrationdecision-modelgemma
459sysone-bench
First independent head-to-head benchmark of System One decision models (Laya vs Jev) on byte-identical inputs
instax-dutta/sysone-bench · Python
62
benchmarkcalibrationdecision-modelevaluationlayallm-eval
565tenbin
MCP server and agent skill for the TypeSafe AI System One API (Jev): decompose a judgment into Choice / Score / Noul questions, lint them, measure on labelled data, and put calibrated thresholds in code
simota/tenbin · TypeScript
42
agent-skillscalibrationclassificationclaude-codeconfidencellmmcp
699awesome-system-one
Curated list of tools related to system one models
andyrewlee/awesome-system-one
24
ai-agentsawesomeawesome-listcalibrationcomputer-useintent-classification
702calibre
Measure when to use Jev and other models on your data, then route accordingly.
FirasSX914/calibre · Python
20
pythonbenchmarkcalibrationconfidence
764jev-rag-benchmark
Free English RAG benchmark for TypeSafe Jev 1.13 — frozen candidate pools, calibration, paired bootstrap CIs, $0 runs. Compared with OpenJev and NVIDIA cross-encoders.
emretheus/jev-rag-benchmark · Python
20
benchmarkcalibrationinformation-retrievalllm-evaluationnvidiaopenjevrag

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