OpenCodePapers

table-to-text-generation-on-fetaqa

Table-to-Text Generation
Dataset Link
Results over time
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Leaderboard
PaperCodeBLEUROUGE-1ROUGE-2ROUGE-LModelNameReleaseDate
Enhancing Free-Form Table Question Answering Models by Distilling Relevant-Cell-Based Rationales41.3RCKD-TG2024-07-25
CABINET: Content Relevance based Noise Reduction for Table Question Answering✓ Link40.5CABINET2024-02-02
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation35.1067.846.457.9HeLM-13B2023-11-15
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models✓ Link33.44UnifiedSKG (T5-3B)2022-01-16
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models✓ Link32.45UnifiedSKG (T5-large)2022-01-16
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning30.92664556Codex w/ Dater2023-01-31
FeTaQA: Free-form Table Question Answering✓ Link30.54634153T5-large (End-to-End)2021-04-01
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models✓ Link29.91UnifiedSKG (T5-base)2022-01-16
FeTaQA: Free-form Table Question Answering✓ Link28.14613951T5-base (End-to-End)2021-04-01
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning27.96624052Codex2023-01-31
FeTaQA: Free-form Table Question Answering✓ Link21.60553347T5-small (End-to-End)2021-04-01
FeTaQA: Free-form Table Question Answering✓ Link11.00402235Pipeline (fine-tuned)2021-04-01
FeTaQA: Free-form Table Question Answering✓ Link9.16382033Pipeline (zero-shot)2021-04-01