AI4Code

Program Synthesis for Complex QA on Charts via Probabilistic Grammar Based Filtered Iterative Back-Translation

Answering complex reasoning questions from chart images is a challenging problem requiring a combination of natural language understanding, fine-grained perception, and analytical reasoning. Current chart based Question Answering (QA) approaches …

Probing Semantic Grounding in Language Models of Code with Representational Similarity Analysis

Representational Similarity Analysis is a method from cognitive neuroscience, which helps in comparing representations from two different sources of data. In this paper, we propose using Representational Similarity Analysis to probe the semantic …

Exploring Dimensions of Generalizability and Few-shot Transfer for Text-to-SQL Semantic Parsing

Existing work on generalization in Text-to-SQL semantic parsing has been restricted to a zero-shot cross-domain setting. In this paper, we introduce Spider-Gen: a Text-to-SQL benchmark to develop a paradigm of transfer learning across distinct …