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On the Opportunities and Challenges of Prefill-to-Autoregressive Cross-Model Transfer

Prefill-to-Autoregressive Cross-model Transfer (PACT), a form of latent communication between language models, combines a larger model's prompt representations with a smaller model's efficient generat

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Nov 6, 2026First seen
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About this paper

Prefill-to-Autoregressive Cross-model Transfer (PACT), a form of latent communication between language models, combines a larger model's prompt representations with a smaller model's efficient generation, offering a promising way to balance capability and inference cost. However, existing systems provide limited support for independently evaluating large-small model collaboration, and improved task performance alone does not establish whether the receiver benefits from the sender's information. We introduce PLatour, an open-source PACT framework that connects frozen models through lightweight, zero-initialized linear bridges trained directly with task rewards and supports hybrid-attention…

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8
Authors
11
Published
Nov 4, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

On the Opportunities and Challenges of Prefill-to-Autoregressive Cross-Model Transfer was first seen on Hugging Face · Daily papers on Nov 6, 2026. Since then it has appeared in 28 checks on 3 different days. Its best position was #16 of 30, reached on Nov 6, 21:28 UTC. It is #17 right now, holding steady at #17 over the last 6 checks.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 Nov 6Nov 7Nov 7Nov 8Nov 8 Nov 6, 11:28 UTC · #25Nov 6, 13:28 UTC · #21Nov 6, 15:28 UTC · #20Nov 6, 17:28 UTC · #19Nov 6, 19:28 UTC · #18Nov 6, 21:28 UTC · #16Nov 6, 23:28 UTC · #16Nov 7, 01:28 UTC · #16Nov 7, 03:28 UTC · #16Nov 7, 05:28 UTC · #16Nov 7, 07:28 UTC · #16Nov 7, 09:28 UTC · #16Nov 7, 11:28 UTC · #16Nov 7, 13:28 UTC · #16Nov 7, 15:28 UTC · #16Nov 7, 17:28 UTC · #17Nov 7, 19:28 UTC · #17Nov 7, 21:28 UTC · #17Nov 7, 23:28 UTC · #17Nov 8, 01:28 UTC · #17Nov 8, 03:28 UTC · #17Nov 8, 05:28 UTC · #17Nov 8, 07:28 UTC · #17Nov 8, 09:28 UTC · #17Nov 8, 11:28 UTC · #17Nov 8, 13:28 UTC · #17Nov 8, 15:28 UTC · #17Nov 8, 17:28 UTC · #17

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

▲ as reported by Hugging Face.

051015 Nov 6Nov 7Nov 7Nov 8Nov 8 Nov 6, 11:28 UTC · 8Nov 6, 13:28 UTC · 11Nov 6, 15:28 UTC · 11Nov 6, 17:28 UTC · 11Nov 6, 19:28 UTC · 12Nov 6, 21:28 UTC · 12Nov 6, 23:28 UTC · 12Nov 7, 01:28 UTC · 12Nov 7, 03:28 UTC · 12Nov 7, 05:28 UTC · 12Nov 7, 07:28 UTC · 12Nov 7, 09:28 UTC · 13Nov 7, 11:28 UTC · 13Nov 7, 13:28 UTC · 13Nov 7, 15:28 UTC · 13Nov 7, 17:28 UTC · 13Nov 7, 19:28 UTC · 13Nov 7, 21:28 UTC · 14Nov 7, 23:28 UTC · 14Nov 8, 01:28 UTC · 14Nov 8, 03:28 UTC · 14Nov 8, 05:28 UTC · 15Nov 8, 07:28 UTC · 15Nov 8, 09:28 UTC · 15Nov 8, 11:28 UTC · 15Nov 8, 13:28 UTC · 15Nov 8, 15:28 UTC · 15Nov 8, 17:28 UTC · 15

Questions

Is On the Opportunities and Challenges of Prefill-to-Autoregressive Cross-Model Transfer trending on HF Daily Papers right now?

Yes. As of Nov 8, 17:28 UTC it is #17, holding steady at #17 over the last 6 checks.

What is the highest rank On the Opportunities and Challenges of Prefill-to-Autoregressive Cross-Model Transfer reached?

#16 on Hugging Face · Daily papers, on Nov 6, 21:28 UTC. Trendoday checks this list every 120 minutes.

How long has On the Opportunities and Challenges of Prefill-to-Autoregressive Cross-Model Transfer been trending?

It was first seen on Nov 6, 2026 and has been on the list on 3 days (28 checks) since.