{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Repo: QwenLM/Confident-Decoding","description":"Qwen (Alibaba Cloud) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/d4592a4e-31c1-4862-9baf-77a18d1509c4","json_url":"https://onlylabs.fyi/signals/d4592a4e-31c1-4862-9baf-77a18d1509c4/signal.json","generated_at":"2026-06-27T00:34:06.486Z","evidence_latest_fetched_at":"2026-06-24T07:04:47.665155+00:00","signal_first_seen_at":"2026-06-24T07:00:39.387543+00:00","org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/qwen","dossier_json_url":"https://onlylabs.fyi/labs/qwen/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/d4592a4e-31c1-4862-9baf-77a18d1509c4","signal_json":"https://onlylabs.fyi/signals/d4592a4e-31c1-4862-9baf-77a18d1509c4/signal.json","source":"https://github.com/QwenLM/Confident-Decoding","lab_dossier":"https://onlylabs.fyi/labs/qwen","lab_dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis":"https://onlylabs.fyi/analysis/qwen","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published QwenLM/Confident-Decoding (Python). 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Instead of always using the logits from the final transformer layer, Confident Decoding searches among a set of near-final candidate layers and selects the one where the model's prediction is most confident (lowest entropy). The default `trough` strategy scans prediction entropy from the back to the front and selects the first entropy valley closest to the final layer. This repository provides a fork of [vLLM](https://github.com/vllm-project/vllm) (v0.19.1) with Confident Decoding integrated, plus a benchmark evaluation harness. Quick Start Serving a model with Confident Decoding ```bash Install vLLM v0.19.1, then overlay our modified source files pip install vllm==0.19.1 VLLM_PKG=$(python -c \"import vllm, os; print(os.path.dirname(vllm.__file__))\") cp -r confident-vllm/* \"$VLLM_PKG\"/ Run with trough decoding enabled vllm serve Qwen/Qwen3.5-9B \\ --port 8000 \\ --tensor-parallel-size 1 \\..."},"evidence_pages":[],"related_signals":[{"id":"a62d6743-cdcd-4401-8567-946a8f18ea0a","url":"https://onlylabs.fyi/signals/a62d6743-cdcd-4401-8567-946a8f18ea0a","source_url":"https://github.com/QwenLM/Qwen-AgentWorld","title":"QwenLM/Qwen-AgentWorld","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-06-22T13:48:37+00:00","first_seen_at":"2026-06-24T07:00:39.387543+00:00","date_source":"source"},{"id":"cf5152e4-92e2-4b30-8b9c-39fcaa9decd0","url":"https://onlylabs.fyi/signals/cf5152e4-92e2-4b30-8b9c-39fcaa9decd0","source_url":"https://github.com/QwenLM/open-computer-use","title":"QwenLM/open-computer-use","context":"Swift","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-06-01T08:10:48+00:00","first_seen_at":"2026-06-09T07:00:19.904658+00:00","date_source":"source"},{"id":"ed913285-e7b2-4360-9597-781340861ca6","url":"https://onlylabs.fyi/signals/ed913285-e7b2-4360-9597-781340861ca6","source_url":"https://github.com/QwenLM/Qwen-VLA","title":"QwenLM/Qwen-VLA","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-05-28T03:46:53+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"},{"id":"34eb5dfd-321d-4e8f-b0da-49498c12414c","url":"https://onlylabs.fyi/signals/34eb5dfd-321d-4e8f-b0da-49498c12414c","source_url":"https://github.com/QwenLM/Qwen-Image-Bench","title":"QwenLM/Qwen-Image-Bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-05-21T03:41:40+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"},{"id":"95d8ede7-9114-4665-8daa-a0da982f875a","url":"https://onlylabs.fyi/signals/95d8ede7-9114-4665-8daa-a0da982f875a","source_url":"https://github.com/QwenLM/FlashQLA","title":"QwenLM/FlashQLA","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-04-24T09:18:05+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"},{"id":"e8c7f065-45a3-4af3-99ae-0c71de12ade9","url":"https://onlylabs.fyi/signals/e8c7f065-45a3-4af3-99ae-0c71de12ade9","source_url":"https://github.com/QwenLM/WebWorld","title":"QwenLM/WebWorld","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-02-13T14:02:59+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"}]}