A curated list of Numerical Hybrid (Table-Text) Question Answering papers and their implementation. Feel free to contribute by adding more papers to the list.
| Year | Title | Venue | Paper | Code |
|---|---|---|---|---|
| 2021 | TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance | ACL 2021 | Link | Link |
| 2021 | FinQA: A Dataset of Numerical Reasoning over Financial Data | EMNLP 2021 | Link | Link |
| 2022 | MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data | ACL 2022 | Link | Link |
| 2022 | Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder | COLING 2022 | Link | Link |
| 2022 | Enhancing Financial Table and Text Question Answering with Tabular Graph and Numerical Reasoning | AACL-IJCNLP 2022 | Link | Link |
| 2022 | ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering | EMNLP 2022 | Link | Link |
| 2022 | Improving compositional generalization for multi-step quantitative reasoning in question answering | EMNLP 2022 | Link | Link |
| 2022 | MuGER: Multi-Granularity Evidence Retrieval and Reasoning for Hybrid Question Answering | EMNLP (Findings) 2022 | Link | Link |
| 2022 | PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance | EMNLP 2022 | Link | Link |
| 2022 | Reasoning Like Program Executors | EMNLP 2022 | Link | Link |
| 2022 | TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data | EMNLP 2022 | Link | Link |
| 2022 | Teaching Broad Reasoning Skills via Decomposition-Guided Contexts | EMNLP 2022 | Link | Link |
| 2022 | UniRPG: Unified Discrete Reasoning over Table and Text as Program Generation | EMNLP 2022 | Link | Link |
| 2022 | ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler | NeurIPS 2022 | Link | Link |
| 2023 | Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks | TMLR 2023 | Link | Link |
| 2023 | DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data | AAAI 2023 | Link | Link |
| 2023 | LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training | arXiv | Link | Link |
| 2023 | Toward a Unified Framework for Unsupervised Complex Tabular Reasoning | ICDE 2023 | Link | Link |
| 2023 | Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning | ICLR 2023 | Link | Link |
| 2023 | SoarGraph: Numerical Reasoning over Financial Table-Text Data via Semantic-Oriented Hierarchical Graphs | WWW'23 Companion | Link | - |
| 2023 | Multi-View Graph Representation Learning for Answering Hybrid Numerical Reasoning Question | arXiv | Link | Link |
| 2023 | HRoT: Hybrid prompt strategy and Retrieval of Thought for Table-Text Hybrid Question Answering | arXiv | Link | - |
| 2023 | SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA | EMNLP 2023 | Link | Link |
| 2024 | APOLLO: An Optimized Training Approach for Long-form Numerical Reasoning | COLING 2024 | Link | Link |
| 2024 | Improving Financial QA via Enhancing Argument Understanding with an Argument Predictor | BigComp 2024 | Link | - |
| 2024 | KFEX-N : A table-text data question-answering model based on knowledge-fusion encoder and EX-N tree decoder | Neurocomputing | Link | - |
| 2024 | TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data | arXiv | Link | Link |