most citedInstruction-Following Evaluation for Large Language Models

33 citations · 45 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL202333 cited

Instruction-Following Evaluation for Large Language Models

Jeffrey Zhou, Tianjian Lu, Swaroop Mishra +5

One core capability of Large Language Models (LLMs) is to follow natural language instructions. However, the evaluation of such abilities is not standardized: Human evaluations are…

cs.CL2023

InstructExcel: A Benchmark for Natural Language Instruction in Excel

Justin Payan, Swaroop Mishra, Mukul Singh +7

With the evolution of Large Language Models (LLMs) we can solve increasingly more complex NLP tasks across various domains, including spreadsheets. This work investigates whether L…

cs.CL20236 cited

How FaR Are Large Language Models From Agents with Theory-of-Mind?

Pei Zhou, Aman Madaan, Srividya Pranavi Potharaju +9

"Thinking is for Doing." Humans can infer other people's mental states from observations--an ability called Theory-of-Mind (ToM)--and subsequently act pragmatically on those infere…

cs.CL20233 cited

Instruction Tuned Models are Quick Learners

Himanshu Gupta, Saurabh Arjun Sawant, Swaroop Mishra +4

Instruction tuning of language models has demonstrated the ability to enhance model generalization to unseen tasks via in-context learning using a few examples. However, typical su…

cs.CL2023

Real-Time Visual Feedback to Guide Benchmark Creation: A Human-and-Metric-in-the-Loop Workflow

Anjana Arunkumar, Swaroop Mishra, Bhavdeep Sachdeva +2

Recent research has shown that language models exploit `artifacts' in benchmarks to solve tasks, rather than truly learning them, leading to inflated model performance. In pursuit…

cs.CL20223 cited

BioTABQA: Instruction Learning for Biomedical Table Question Answering

Man Luo, Sharad Saxena, Swaroop Mishra +2

Table Question Answering (TQA) is an important but under-explored task. Most of the existing QA datasets are in unstructured text format and only few of them use tables as the cont…