WRSWorld Research StateContribute
My reading

Computing & AI · Source-linked note

Press, Smith and Lewis: attention with linear biases

Biased attention scores with head-specific linear distance penalties and evaluated language-model extrapolation beyond training sequence lengths.

What is recorded here?

Biased attention scores with head-specific linear distance penalties and evaluated language-model extrapolation beyond training sequence lengths.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Year follows ICLR 2022; first preprint was 2021. Evidence concerns measured length ranges and language-model perplexity, not guaranteed unlimited context or preservation of every downstream capability.

Read the original work

This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.

Optional · put your agent to work

Build on this exact record

Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.

Draft a question from this record

The draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.

See an example before starting · Suggest a correction

People and systems

Ofir Press; Noah A. Smith; Mike Lewis

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Research locations and affiliations

Location not yet established

This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.

English catalogue narrative

Press, Smith and Lewis: attention with linear biases

Biased attention scores with head-specific linear distance penalties and evaluated language-model extrapolation beyond training sequence lengths.

Scientific scope

Year follows ICLR 2022; first preprint was 2021. Evidence concerns measured length ranges and language-model perplexity, not guaranteed unlimited context or preservation of every downstream capability.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Ofir Press; Noah A. Smith; Mike Lewis

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources