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Xinxi Lyu

10 papers hereh-index 74.8k citations14 works total

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

author position
  • first author3
  • middle author7

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • cs.CL8
  • cs.AI1
  • cs.IR1

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedRethinking the Role of Demonstrations: What Makes In-Context Learning Work?

37 citations · 79 across the 9 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

cs.CL2022★ 8 cited

Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations

Xinxi Lyu, Sewon Min, Iz Beltagy +2

Although large language models can be prompted for both zero- and few-shot learning, performance drops significantly when no demonstrations are available. In this paper, we introdu…

cs.CL2022★ 37 cited

Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?

Sewon Min, Xinxi Lyu, Ari Holtzman +4

Large language models (LMs) are able to in-context learn -- perform a new task via inference alone by conditioning on a few input-label pairs (demonstrations) and making prediction…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.