{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Model: tencent/Rosetta-inference","description":"Tencent Hunyuan model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4fb9aee4-0482-4900-a762-8658ed026c01","json_url":"https://onlylabs.fyi/signals/4fb9aee4-0482-4900-a762-8658ed026c01/signal.json","generated_at":"2026-07-26T20:38:36.592Z","evidence_latest_fetched_at":"2026-07-15T07:20:21.417404+00:00","signal_first_seen_at":"2026-07-15T07:20:09.433963+00:00","org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/tencent-hunyuan","dossier_json_url":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4fb9aee4-0482-4900-a762-8658ed026c01","signal_json":"https://onlylabs.fyi/signals/4fb9aee4-0482-4900-a762-8658ed026c01/signal.json","source":"https://huggingface.co/tencent/Rosetta-inference","lab_dossier":"https://onlylabs.fyi/labs/tencent-hunyuan","lab_dossier_json":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","analysis":"https://onlylabs.fyi/analysis/tencent-hunyuan","analysis_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Tencent Hunyuan published tencent/Rosetta-inference. 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(Left) Performance on MMLU (language ability) across composable pretraining stages (LM → +MMU → +T2I). Standard MoE and structurally-isolated MoT suffer catastrophic routing collapse upon integrating continuous generative objectives. Rosetta maintains a stable semantic anchor throughout all stages. (Right) Qualitative image generation results from the Rosetta model. 🏗️ Architecture Figure 2. Rosetta FFN. Three mechanisms enable non-destructive modality expansion: (1) Unified Attention — globally shared QKV projections preserve dense cross-modal interactions. (2) Composable FFN — modality-specific plug-and-play experts (Text / ViT / VAE) are bridged by a single Global Shared Expert that anchors foundational knowledge. (3) Conflict-Free Optimization (MAOP) — surgically neutralizes destructive gradients with zero memory overhead. 📊 Benchmarks ✍️ Citation ```bibtex @misc{liu2026rosettacomposablenativemultimodal, title={Rosetta: Composable Native Multimodal Pretraining}, author={Xiangyue Liu and Zijian Zhang and Miles Yang and Zhao Zhong and Liefeng Bo and Ping Tan}, year={2026}, eprint={2607.00293}, archivePrefix={arXiv}, primaryClass={cs.CV},..."},"evidence_pages":[],"related_signals":[{"id":"e445edbe-1010-4f20-a5c9-775271cead78","url":"https://onlylabs.fyi/signals/e445edbe-1010-4f20-a5c9-775271cead78","source_url":"https://huggingface.co/tencent/Hy-Embodied-VLM-1.0","title":"tencent/Hy-Embodied-VLM-1.0","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-14T09:58:24+00:00","first_seen_at":"2026-07-15T07:20:09.433963+00:00","date_source":"source"},{"id":"c8e9b0ad-915f-45d1-9d68-7716b6afc621","url":"https://onlylabs.fyi/signals/c8e9b0ad-915f-45d1-9d68-7716b6afc621","source_url":"https://huggingface.co/tencent/Hy-Embodied-RxBrain-1.0","title":"tencent/Hy-Embodied-RxBrain-1.0","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-14T02:40:56+00:00","first_seen_at":"2026-07-15T07:20:09.433963+00:00","date_source":"source"},{"id":"11fd1152-e0c1-4268-9a0d-1c58fff78716","url":"https://onlylabs.fyi/signals/11fd1152-e0c1-4268-9a0d-1c58fff78716","source_url":"https://huggingface.co/tencent/HiLS-Attention-7B","title":"tencent/HiLS-Attention-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-09T03:38:58+00:00","first_seen_at":"2026-07-11T07:20:09.547622+00:00","date_source":"source"},{"id":"27725b4a-7b51-4b7f-97a1-d8593eb523da","url":"https://onlylabs.fyi/signals/27725b4a-7b51-4b7f-97a1-d8593eb523da","source_url":"https://huggingface.co/tencent/R3-rerank-0.6b","title":"tencent/R3-rerank-0.6b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-08T02:59:05+00:00","first_seen_at":"2026-07-08T07:20:09.343275+00:00","date_source":"source"},{"id":"0bb14bb3-787c-419f-a060-2321036eb219","url":"https://onlylabs.fyi/signals/0bb14bb3-787c-419f-a060-2321036eb219","source_url":"https://huggingface.co/tencent/R3-embedding-0.6b","title":"tencent/R3-embedding-0.6b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-08T02:54:49+00:00","first_seen_at":"2026-07-08T07:20:09.343275+00:00","date_source":"source"},{"id":"482fb2d1-db47-4b07-b7a0-8e897067af03","url":"https://onlylabs.fyi/signals/482fb2d1-db47-4b07-b7a0-8e897067af03","source_url":"https://huggingface.co/tencent/Hy3","title":"tencent/Hy3","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-02T13:23:54+00:00","first_seen_at":"2026-07-06T07:20:10.172472+00:00","date_source":"source"}]}