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William B. Held

3 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CL3

identity via Semantic Scholar / OpenAlex

most citedOptimizing Pretraining Data Mixtures with LLM-Estimated Utility

1 citations · 1 across the 3 of their papers we have counts for

collaborators
Showing cs.CLShow all

3 papers · 1 filter

cs.CL2025

Mind the Gap! Static and Interactive Evaluations of Large Audio Models

Minzhi Li, William Barr Held, Michael J Ryan +4

As AI chatbots become ubiquitous, voice interaction presents a compelling way to enable rapid, high-bandwidth communication for both semantic and social signals. This has driven re…

cs.CL2025★ 1 cited

Optimizing Pretraining Data Mixtures with LLM-Estimated Utility

William Held, Bhargavi Paranjape, Punit Singh Koura +3

Large Language Models improve with increasing amounts of high-quality training data. However, leveraging larger datasets requires balancing quality, quantity, and diversity across…

cs.CL2024

Distilling an End-to-End Voice Assistant Without Instruction Training Data

William Held, Ella Li, Michael Ryan +3

Voice assistants, such as Siri and Google Assistant, typically model audio and text separately, resulting in lost speech information and increased complexity. Recent efforts to add…

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