A Universal Emergent Decomposition of Retrieval Tasks in ...

A Universal Emergent Decomposition of Retrieval Tasks in ... - arXiv

We find that LMs internally decompose retrieval tasks in a modular way: middle layers at the last token position process the request, while late layers ...

Look Before You Leap: A Universal Emergent Decomposition of...

We find that LMs internally decompose retrieval tasks in a modular way: middle layers at the last token position process the request, while late ...

A Universal Emergent Decomposition of Retrieval Tasks in ...

Look Before You Leap: A Universal Emergent. Decomposition of Retrieval Tasks in Language Models. Anonymous Authors1. Abstract. When solving challenging problems ...

A Universal Emergent Decomposition of Retrieval Tasks in ...

Jointly, the observed phenomena of request patching, task vectors, and binding IDs shed the first light on a macroscopic theory of language ...

A Universal Emergent Decomposition of Retrieval Tasks in ... - arXiv

The structured and systematization axis appears as a promising direction to be furthered in future work. First, the ORION input structure can be ...

[PDF] Look Before You Leap: A Universal Emergent Decomposition ...

Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models · Alexandre Variengien, Eric Winsor · Published in ...

TheManxLoiner comments on A Universal Emergent Decomposition ...

TheManxLoiner comments on A Universal Emergent Decomposition of Retrieval Tasks in Language Models ... Interesting ideas, and nicely explained!

A Universal Emergent Decomposition of Retrieval Tasks ... - alphaXiv

To study how LMs solve retrieval tasks in diverse situations, we introduce ... emergent modular processing of tasks across varied domains and models and is a

"The Nonlinear Library: LessWrong" LW - A Universal Emergent ...

LW - A Universal Emergent Decomposition of Retrieval Tasks in Language Models by Alexandre Variengien. Podcast Episode; 2023; 17m. YOUR RATING.

"The Nonlinear Library" LW - A Universal Emergent Decomposition ...

"The Nonlinear Library" LW - A Universal Emergent Decomposition of Retrieval Tasks in Language Models by Alexandre Variengien (Podcast Episode 2023) ...

Neel Nanda comments on A Universal Emergent Decomposition of ...

Neel Nanda comments on A Universal Emergent Decomposition of Retrieval Tasks in Language Models · Neel Nanda12/19/2023, 3:29 PM. 5 points. 0. Cool work! I'm ...

‪Alexandre Variengien‬ - ‪Google Scholar‬

Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models. A Variengien, E Winsor. Mechanistic Interpretability Workshop ...

Look Before You Leap: A Universal Emergent Decomposition of ...

Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models · 简介. 当解决具有挑战性的问题时，语言模型（LMs）能够 ...

[Linkpost] “A Universal Emergent Decomposition of Retrieval Tasks ...

Descripción de [Linkpost] “A Universal Emergent Decomposition of Retrieval Tasks in Language Models — LessWrong” by ... This is a linkpost for ...

Look Before You Leap: A Universal Emergent Decomposition of ...

Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models. 2023-12-13 18:36:43. Alexandre Variengien, Eric Winsor.

NeurIPS 2024 Papers

Towards a "Universal Translator" for Neural Dynamics at Single-Cell, Single ... Understanding Emergent Abilities of Language Models from the Loss Perspective ...

(PDF) Modular Retrieval for Generalization and Interpretation

Generalize knowledge from seen retrieval tasks to unseen retrieval tasks by task decomposition and module composition, thereby improving multi- ...

Accepted Main Conference Papers - ACL 2024

VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval Junjie ... A Multi-Task Embedder For Retrieval Augmented LLMs. Peitian Zhang, Zheng ...

'retrieval AI' tag · Gwern.net

Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models⁠ · “Retrieving Conditions from Reference Images for Diffusion ...

Word-finding difficulty: a clinical analysis of the progressive aphasias

Word-finding depends fundamentally on a capacity to retrieve words from the verbal knowledge store in the appropriate context. This is most conveniently ...