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Joint or Per-Option? Compact Encoders for Closed-Set Decisions from 17 Million to 1 Billion Parameters

Many language-model pipelines end in a closed-set decision, such as selecting a tool. Prompting a large language model for it is slow and order-sensitive. We ask how small an encoder for such decision

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Oct 28, 2026First seen

About Joint or Per-Option? Compact Encoders for Closed-Set Decisions from 17 Million to 1 Billion Parameters

Many language-model pipelines end in a closed-set decision, such as selecting a tool. Prompting a large language model for it is slow and order-sensitive. We ask how small an encoder for such decision

Details from Hugging Face ↗.

Trending history

Joint or Per-Option? Compact Encoders for Closed-Set Decisions from 17 Million to 1 Billion Parameters was first seen on Hugging Face · Daily papers on Oct 28, 2026. Since then it has appeared in 1 check on 1 different day. Its best position was #30 of 30, reached on Oct 28, 01:28 UTC. It dropped off the list after Oct 28, 01:28 UTC.

This page has little history so far; it stays out of search results until the item has trended on two days or has more context.

Rank history

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

#1#11#20#30 00:5801:1301:2801:4301:58 Oct 28, 01:28 UTC · #30

Last 14 days

Best rank per day (UTC).

Oct 26today

Questions

Is Joint or Per-Option? Compact Encoders for Closed-Set Decisions from 17 Million to 1 Billion Parameters trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Oct 28, 01:28 UTC, after 1 day of trending.

What is the highest rank Joint or Per-Option? Compact Encoders for Closed-Set Decisions from 17 Million to 1 Billion Parameters reached?

#30 on Hugging Face · Daily papers, on Oct 28, 01:28 UTC. Trendoday checks this list every 120 minutes.

How long has Joint or Per-Option? Compact Encoders for Closed-Set Decisions from 17 Million to 1 Billion Parameters been trending?

It was first seen on Oct 28, 2026 and has been on the list on 1 day (1 check) since.