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Table-based Fact Verification
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TabFact
Table-based Fact Verification on TabFact
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Paper
Date
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Code
1
ARTEMIS-DA
93.1
No
ARTEMIS-DA: An Advanced Reasoning and Transforma...
2024-12-18
-
2
Dater
93
No
Large Language Models are Versatile Decomposers:...
2023-01-31
Code
3
PASTA
89.3
No
PASTA: Table-Operations Aware Fact Verification ...
2022-11-05
Code
4
Chain-of-Table
86.61
No
Chain-of-Table: Evolving Tables in the Reasoning...
2024-01-09
Code
5
Binder
86
No
Binding Language Models in Symbolic Languages
2022-10-06
Code
6
Tab-PoT
85.77
No
Efficient Prompting for LLM-based Generative Int...
2024-06-14
-
7
ReasTAP-Large
84.9
No
ReasTAP: Injecting Table Reasoning Skills During...
2022-10-22
Code
8
TAPEX-Large
84.2
No
TAPEX: Table Pre-training via Learning a Neural ...
2021-07-16
Code
9
T5-3b(UnifiedSKG)
83.68
No
UnifiedSKG: Unifying and Multi-Tasking Structure...
2022-01-16
Code
10
Salience-aware TAPAS
82.1
No
Table-based Fact Verification with Salience-awar...
2021-09-09
Code
11
TAPAS-Large classifier with Counterfactual + Synthetic pre-training
81
No
Understanding tables with intermediate pre-train...
2020-10-01
Code
12
TabSQLify (col+row)
79.5
No
TabSQLify: Enhancing Reasoning Capabilities of L...
2024-04-15
Code
13
NormTab (Targeted) + SQL
68.9
No
NormTab: Improving Symbolic Reasoning in LLMs Th...
2024-06-25
Code
14
Table-BERT-Horizontal-T+F-Template
65.12
No
TabFact: A Large-scale Dataset for Table-based F...
2019-09-05
Code
15
BERT classifier w/o Table
50.5
No
TabFact: A Large-scale Dataset for Table-based F...
2019-09-05
Code
#1
ARTEMIS-DA
SOTA
93.1
Test
· 2024-12-18
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics
#2
Dater
SOTA
93
Test
· 2023-01-31
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning
Code
#3
PASTA
SOTA
89.3
Test
· 2022-11-05
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training
Code
#4
Chain-of-Table
86.61
Test
· 2024-01-09
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding
Code
#5
Binder
SOTA
86
Test
· 2022-10-06
Binding Language Models in Symbolic Languages
Code
#6
Tab-PoT
85.77
Test
· 2024-06-14
Efficient Prompting for LLM-based Generative Internet of Things
#7
ReasTAP-Large
84.9
Test
· 2022-10-22
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples
Code
#8
TAPEX-Large
SOTA
84.2
Test
· 2021-07-16
TAPEX: Table Pre-training via Learning a Neural SQL Executor
Code
#9
T5-3b(UnifiedSKG)
83.68
Test
· 2022-01-16
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models
Code
#10
Salience-aware TAPAS
82.1
Test
· 2021-09-09
Table-based Fact Verification with Salience-aware Learning
Code
#11
TAPAS-Large classifier with Counterfactual + Synthetic pre-training
SOTA
81
Test
· 2020-10-01
Understanding tables with intermediate pre-training
Code
#12
TabSQLify (col+row)
79.5
Test
· 2024-04-15
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition
Code
#13
NormTab (Targeted) + SQL
68.9
Test
· 2024-06-25
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization
Code
#14
Table-BERT-Horizontal-T+F-Template
SOTA
65.12
Test
· 2019-09-05
TabFact: A Large-scale Dataset for Table-based Fact Verification
Code
#15
BERT classifier w/o Table
50.5
Test
· 2019-09-05
TabFact: A Large-scale Dataset for Table-based Fact Verification
Code