54 citations · 57 across the 3 of their papers we have counts for
9 papers · 1 filter
Language Models are Multilingual Chain-of-Thought Reasoners
Freda Shi, Mirac Suzgun, Markus Freitag +9
We evaluate the reasoning abilities of large language models in multilingual settings. We introduce the Multilingual Grade School Math (MGSM) benchmark, by manually translating 250…
Substructure Distribution Projection for Zero-Shot Cross-Lingual Dependency Parsing
Haoyue Shi, Kevin Gimpel, Karen Livescu
We present substructure distribution projection (SubDP), a technique that projects a distribution over structures in one domain to another, by projecting substructure distributions…
Substructure Substitution: Structured Data Augmentation for NLP
Haoyue Shi, Karen Livescu, Kevin Gimpel
We study a family of data augmentation methods, substructure substitution (SUB2), for natural language processing (NLP) tasks. SUB2 generates new examples by substituting substruct…
Bilingual Lexicon Induction via Unsupervised Bitext Construction and Word Alignment
Haoyue Shi, Luke Zettlemoyer, Sida I. Wang
Bilingual lexicons map words in one language to their translations in another, and are typically induced by learning linear projections to align monolingual word embedding spaces.…
On the Role of Supervision in Unsupervised Constituency Parsing
Haoyue Shi, Karen Livescu, Kevin Gimpel
We analyze several recent unsupervised constituency parsing models, which are tuned with respect to the parsing score on the Wall Street Journal (WSJ) development set (1,700…
A Cross-Task Analysis of Text Span Representations
Shubham Toshniwal, Haoyue Shi, Bowen Shi +3
Many natural language processing (NLP) tasks involve reasoning with textual spans, including question answering, entity recognition, and coreference resolution. While extensive res…