conftrace_

compositional reasoning

81 papers

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vision-language model (2348) visual reasoning (493) visual question answering (1017) vision language model (767) question answering (2963) contrastive learning (4032) large language model (13587) multimodal learning (4645) benchmark evaluation (1556) zero-shot learning (3650)

Papers

Zero-Shot Classification by Logical Reasoning on Natural Language Explanations ACL 2023
Going Beyond Nouns With Vision & Language Models Using Synthetic Data ICCV 2023
Enhancing Visual Question Answering via Deconstructing Questions and Explicating Answers INTERSPEECH 2023
Disentangling Reasoning Capabilities from Language Models with Compositional Reasoning Transformers ACL 2023
SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables EMNLP 2023
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality EMNLP 2023
Hey AI, Can You Solve Complex Tasks by Talking to Agents? ACL 2022
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality CVPR 2022
Maintaining Reasoning Consistency in Compositional Visual Question Answering CVPR 2022
Measuring Compositional Consistency for Video Question Answering CVPR 2022
Neural-Symbolic Inference for Robust Autoregressive Graph Parsing via Compositional Uncertainty Quantification EMNLP 2022
KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base ACL 2022
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions CVPR 2022
Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on Text EMNLP 2021
On the Challenges of Evaluating Compositional Explanations in Multi-Hop Inference: Relevance, Completeness, and Expert Ratings EMNLP 2021
AGQA: A Benchmark for Compositional Spatio-Temporal Reasoning CVPR 2021
CURI: A Benchmark for Productive Concept Learning Under Uncertainty ICML 2021
Bottom-Up Shift and Reasoning for Referring Image Segmentation CVPR 2021
Dynamic Inference with Neural Interpreters NIPS 2021
Probing for Multilingual Numerical Understanding in Transformer-Based Language Models EMNLP 2020
Obtaining Faithful Interpretations from Compositional Neural Networks ACL 2020
Benefits of Intermediate Annotations in Reading Comprehension ACL 2020
Cops-Ref: A New Dataset and Task on Compositional Referring Expression Comprehension CVPR 2020
Learning Compositional Rules via Neural Program Synthesis NIPS 2020
ComQA: A Community-sourced Dataset for Complex Factoid Question Answering with Paraphrase Clusters NAACL 2019