DelucionQA: Detecting Hallucinations in Domain-specific Question Answering

no code implementations • 8 Dec 2023 • Mobashir Sadat, Zhengyu Zhou, Lukas Lange, Jun Araki, Arsalan Gundroo, Bingqing Wang, Rakesh R Menon, Md Rizwan Parvez, Zhe Feng

Hallucination is a well-known phenomenon in text generated by large language models (LLMs).

Hallucination Information Retrieval +2

LaSQuE: Improved Zero-Shot Classification from Explanations Through Quantifier Modeling and Curriculum Learning

no code implementations • 18 Dec 2022 • Sayan Ghosh, Rakesh R Menon, Shashank Srivastava

A hallmark of human intelligence is the ability to learn new concepts purely from language.

Zero-Shot Learning

CLUES: A Benchmark for Learning Classifiers using Natural Language Explanations

no code implementations • ACL 2022 • Rakesh R Menon, Sayan Ghosh, Shashank Srivastava

For this, we introduce CLUES, a benchmark for Classifier Learning Using natural language ExplanationS, consisting of a range of classification tasks over structured data along with natural language supervision in the form of explanations.

Improving and Simplifying Pattern Exploiting Training

2 code implementations • EMNLP 2021 • Derek Tam, Rakesh R Menon, Mohit Bansal, Shashank Srivastava, Colin Raffel

However, PET uses task-specific unlabeled data.

Few-Shot Learning