134 citations · 452 across the 85 of their papers we have counts for
12 papers · 1 filter
Mind's Eye: Grounded Language Model Reasoning through Simulation
Ruibo Liu, Jason Wei, Shixiang Shane Gu +5
Successful and effective communication between humans and AI relies on a shared experience of the world. By training solely on written text, current language models (LMs) miss the…
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…
Non-Linguistic Supervision for Contrastive Learning of Sentence Embeddings
Yiren Jian, Chongyang Gao, Soroush Vosoughi
Semantic representation learning for sentences is an important and well-studied problem in NLP. The current trend for this task involves training a Transformer-based sentence encod…
Robin: A Novel Online Suicidal Text Corpus of Substantial Breadth and Scale
Daniel DiPietro, Vivek Hazari, Soroush Vosoughi
Suicide is a major public health crisis. With more than 20,000,000 suicide attempts each year, the early detection of suicidal intent has the potential to save hundreds of thousand…
Interpretation Quality Score for Measuring the Quality of interpretability methods
Sean Xie, Soroush Vosoughi, Saeed Hassanpour
Machine learning (ML) models have been applied to a wide range of natural language processing (NLP) tasks in recent years. In addition to making accurate decisions, the necessity o…
Contrastive Learning for Prompt-Based Few-Shot Language Learners
Yiren Jian, Chongyang Gao, Soroush Vosoughi
The impressive performance of GPT-3 using natural language prompts and in-context learning has inspired work on better fine-tuning of moderately-sized models under this paradigm. F…