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Decision & classification models

Decision criteriaTev1 ↗Together AI
Version reviewedTev1-4B-experimental · new-v1 recipe
Judgment typesChoose an option
Access & hardwareThe repository links weights and a Together endpoint; endpoint access depends on the account. Hosted pricing is not verified here.
API price · USDHosted price unverifiedA hosted endpoint is documented, but its rate is unverified here. Self-hosting also has hardware and operating costs.
LanguagesLanguage coverage is not verified in this catalog.
Context conditionsThe published training recipe uses a 2,048-token sequence limit and 2–24 answer options; serving limits require a separate check.
Probability interpretationReturns an option letter and token logprobs. The repository explicitly says these are model preferences, not calibrated confidence.
Our accuracy / calibrationNot measured
Our p50 / p95 latencyNot measured
Our cost / 1,000 decisionsNot measured
LimitsExperimental, choice-focused interface; do not assume Jev's Score and Noul contract. The headline repository results reuse development benchmarks, so they are not an untouched final test.
SourcesTogether · Tev1 repository ↗Checked 2026-10-05

Source-reviewed capabilities, not a leaderboard. Hosted prices and self-hosting costs use different bases. Unknown measurements are not zero. Measure the complete task →