This is the repository for our paper Toward a Unified Framework for Unsupervised Complex Tabular Reasoning
We experiment on four benchmarks: TAT-QA, WiKiSQL, SEM-TAB-FACTS and FEVEROUS, and we provide scripts for data generation and model training in the corresponding directory.
Since some of the open-source repositories we use have no license, we can't upload them here directly. You may need to clone them yourself following the instructions.
We release our synthetic data on four benchmark:TAT-QA, WiKiSQL, SEM-TAB-FACTS, FEVEROUS.
| Dataset | Synthetic Data | Fine-tuned Models |
|---|---|---|
| TAT-QA | tatqa_syn.jsonl | tatqa_checkpoint |
| WiKiSQL | wikisql_syn.jsonl | wikisql_checkpoint |
| SEM-TAB-FACTS | sem_tab_facts_syn.tsv | sem_tab_fact_checkpoint |
| FEVEROUS | feverous_syn.jsonl | feverous_checkpoint |
| NL-To-Text | Models |
|---|---|
| SQL2Text | sql2text.zip |
| Logic2Text | logic2text.zip |
| Arithmetic2Text | arithmetic2text.zip |
We also provide a docker environment.
You can run docker pull leezythu/uctr:3.0 and follow the instructions in readme_in_docker.md to reproduce our results in it.
The code is open-sourced under MIT License
Please create an issue or email us at: Zhenyu Li [email protected]