ConVQA
material
ID: convqa
Related Papers
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation
AbstractWhile models for Visual Question Answering (VQA) have steadily improved over the years, interacting with one quickly reveals that these models lack consistency. For instance, if a model answers “red” …...
Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference
AbstractWhile large pre-trained language models are powerful, their predictions often lack logical consistency across test inputs. For example, a state-of-the-art Macaw question-answering (QA) model answers Yes to Is a sparrow …...
Realistic Conversational Question Answering with Answer Selection based on Calibrated Confidence and Uncertainty Measurement
AbstractConversational Question Answering (ConvQA) models aim at answering a question with its relevant paragraph and previous question-answer pairs that occurred during conversation multiple times. To apply such models to a …...