ML Research Wiki / Benchmarks / Table-based Fact Verification / TabFact

TabFact

Table-based Fact Verification Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Test

Top Performing Models

Rank Model Paper Test Date Code
1 ARTEMIS-DA ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics 93.10 2024-12-18 -
2 Dater Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning 93.00 2023-01-31 📦 alibabaresearch/damo-convai 📦 google-research/chain-of-table
3 PASTA PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training 89.30 2022-11-05 📦 ruc-datalab/PASTA
4 Chain-of-Table Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding 86.61 2024-01-09 📦 cyqiq/multicot 📦 google-research/chain-of-table
5 Binder Binding Language Models in Symbolic Languages 86.00 2022-10-06 📦 xlang-ai/binder 📦 hkunlp/binder 📦 parkervg/blendsql 📦 nikhilsab/h-star
6 Tab-PoT Efficient Prompting for LLM-based Generative Internet of Things 85.77 2024-06-14 -
7 ReasTAP-Large ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples 84.90 2022-10-22 📦 yale-lily/reastap
8 TAPEX-Large TAPEX: Table Pre-training via Learning a Neural SQL Executor 84.20 2021-07-16 📦 microsoft/Table-Pretraining 📦 sohanpatnaik106/cabinet_qa 📦 MindCode-4/code-5 📦 pwc-1/Paper-9
9 T5-3b(UnifiedSKG) UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models 83.68 2022-01-16 📦 hkunlp/unifiedskg
10 Salience-aware TAPAS Table-based Fact Verification with Salience-aware Learning 82.10 2021-09-09 📦 luka-group/salience-aware-learning

All Papers (15)

alibabaresearch/damo-convai google-research/chain-of-table
ruc-datalab/PASTA
cyqiq/multicot google-research/chain-of-table
xlang-ai/binder hkunlp/binder
yale-lily/reastap
microsoft/Table-Pretraining sohanpatnaik106/cabinet_qa
hkunlp/unifiedskg
luka-group/salience-aware-learning

Understanding tables with intermediate pre-training

2020
TAPAS-Large classifier with Counterfactual + Synthetic pre-training
google-research/tapas
mahadi-nahid/tabsqlify nikhilsab/h-star
mahadi-nahid/NormTab
wenhuchen/Table-Fact-Checking
wenhuchen/Table-Fact-Checking