244 citations
- École Polytechnique Fédérale de LausanneCH4 papers
- Microsoft Research (United Kingdom)GB3 papers
- University of HelsinkiFI3 papers
- Arizona State UniversityUS2 papers
- Carnegie Institution for ScienceUS2 papers
- Carnegie Mellon UniversityUS2 papers
- Carnegie ObservatoriesUS2 papers
- Charles UniversityCZ2 papers
- Eindhoven University of TechnologyNL2 papers
- ETH ZurichCH2 papers
- Georgia Institute of TechnologyUS2 papers
- Google (United States)US2 papers
6 papers · 1 filter
Decomposed Prompting Does Not Fix Knowledge Gaps, But Helps Models Say "I Don't Know"
Dhruv Madhwal, Lyuxin David Zhang, Dan Roth +2
Large language models often struggle to recognize their knowledge limits in closed-book question answering, leading to confident hallucinations. While decomposed prompting is typic…
Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons Learned (Survey)
Krishnaram Kenthapadi, Mehrnoosh Sameki, Ankur Taly
With the ongoing rapid adoption of Artificial Intelligence (AI)-based systems in high-stakes domains, ensuring the trustworthiness, safety, and observability of these systems has b…
Automatic Post-Editing for Vietnamese
Thanh Vu, Dai Quoc Nguyen
Automatic post-editing (APE) is an important remedy for reducing errors of raw translated texts that are produced by machine translation (MT) systems or software-aided translation.…
Optimizing Inference Performance of Transformers on CPUs
Dave Dice, Alex Kogan
The Transformer architecture revolutionized the field of natural language processing (NLP). Transformers-based models (e.g., BERT) power many important Web services, such as search…
Detecting and Exorcising Statistical Demons from Language Models with Anti-Models of Negative Data
Michael L. Wick, Kate Silverstein, Jean-Baptiste Tristan +2
It's been said that "Language Models are Unsupervised Multitask Learners." Indeed, self-supervised language models trained on "positive" examples of English text generalize in desi…
A Survey on Semantic Parsing
Aishwarya Kamath, Rajarshi Das
A significant amount of information in today's world is stored in structured and semi-structured knowledge bases. Efficient and simple methods to query them are essential and must…