gyanbhambhani/oss-jev-qwen05-decision-10k

AI model by gyanbhambhani

Older snapshot: check the original source for current information.

From the publisher

Model card & documentation

Source preview

Read the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.

Honest card for gyanbhambhani/oss-jev-qwen05-decision-10k (2026-10-16). Sibling size sweeps: …-decision-1k, …-decision-3k. Older overwrite tip …-decision may be noul-fix (worse) — prefer the sized siblings for Choice. Fine-tuned Qwen2.5-0.5B-Instruct (494M) to mimic TypeSafe Jev structured judgments (Choice / Score / Noul) via one constrained next-token over answer codes. Teacher: jev-1.13.0 silver labels on oss-jev-distill. Project write-ups (store): docs/oss-jev-paper-frame.md, docs/oss-jev-scaling-curve.md. calling the proprietary API at inference. with train-aligned codes + codetokey (see Gotchas). Not intended for: production Noul gates, safety-critical yes/no, or claiming parity with Jev calibration / long context / ≤255 options. Treat ±10pp overall as noise (bootstrap on N=98; see oss-jev-eval-bootstrap.md). Train: 14000 steps (3.5 epochs), trainloss≈0.451, evalloss≈0.587. Job 6ad1c0755ccb47ba0f7af10a · flavor a10g-small · 68 min. Takeaways and ZS-1.5B remain stronger on Noul. not prefer that tip over sized siblings for Choice workloads. On fix rev 2667b909…, Platt/temp fit on 74-row calib: Soft metrics improve; fitted Noul argmax is still prior-matching.…

gyanbhambhani/oss-jev-qwen05-decision-10k on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-29T02:41:46.762Z

Inside the original model card — Document outline

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Links from the model card

References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.

oss-jev-distill

Documentation belongs to its respective authors. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

gyanbhambhani/oss-jev-qwen05-decision-10k is a task-unspecified model repository published by gyanbhambhani on Hugging Face. A library was not reported.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task: Not reported
Library: Not reported
Recent downloads (30 days): 0
Cumulative likes: 0
Hugging Face trending score: 0
Reported safetensors parameters: Not reported
Architecture: Not reported
License: Not reported — check the model card
Access: Not gated by Hugging Face
Created: 2026-10-16T06:14:10.000Z
Last modified: 2026-10-16T06:14:10.000Z

Compatibility and lineage

Language coverage was not reported.

Base-model lineage was not included.

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

Use and evaluate

Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.

No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.

Model card and usage instructions

Model files and configuration

Community discussion

Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-10-16T06:42:25.526Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

Open original source