LLM-Table-Survey

LLM-Table-Survey

Methods

Name	Tittle	Keywords	Artifact	Paper
Codex	Evaluating Large Language Models Trained on Code	Code Generation	-	arXiv 21
GPT-3	Language Models are Few-Shot Learners	LLM, in-context learning	-	NeurIPS 20
BERT	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	Pre-training	Model	NAACL 19
SpreadsheetCoder	SpreadsheetCoder: Formula Prediction from Semi-structured Context	Spreadsheet formula prediction	Code	ICML 21
TURL	TURL: Table Understanding through Representation Learning	Table Pre-training	Code	VLDB 20
TaPEx	TAPEX: Table Pre-training via Learning a Neural SQL Executor	Table Pre-training	Code	ICLR 22
TaBERT	TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data	Table Pre-training	Code	ACL 20
TaPas	TaPas: Weakly Supervised Table Parsing via Pre-training	Table Pre-training	Code	ACL 20
TABBIE	TABBIE: Pretrained Representations of Tabular Data	Table Pre-training	Code	ACL 21
RESDSQL	RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQL	text-to-SQL fine-tuning	Code	AAAI 23
FLAN	Finetuned Language Models Are Zero-Shot Learners	Instruction-tuning	Code	ICLR 22
Chain-of-thought	Chain-of-thought prompting elicits reasoning in large language models	Step-by-step Reasoning	-	NeurIPS 22
Least-to-most	Least-to-most prompting enables complex reasoning in large language models	Prompting, Decompose	-	ICLR 23
Self-consistency	Self-consistency improves chain of thought reasoning in language models	Reason with votes	-	ICLR 23
Table-GPT	Table-GPT: Table-tuned GPT for Diverse Table Tasks	Table Instruction-tuning	-	arXiv 23
TableLlama	TableLlama: Towards Open Large Generalist Models for Tables	Table Instruction-tuning	Model	arXiv 23
UnifiedSKG	UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models	Table Instruction-tuning	Code	EMNLP 22
Code Llama	Code Llama: Open Foundation Models for Code	Code	Code	arXiv 23
Magicoder	Magicoder: Source Code Is All You Need	Code Instruction-tuning	Code Model	arXiv 23
Lemur	Lemur: Harmonizing Natural Language and Code for Language Agents	Code Instruction-tuning	Code Model	ICLR 24
ReAct	ReAct: Synergizing Reasoning and Acting in Language Models	Agent Framework	Code	ICLR 23
Dater	Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning	Prompting, Decomposing	Code	SIGIR 23
StructGPT	StructGPT: A General Framework for Large Language Model to Reason over Structured Data	Prompting, Structured Knowledge	Code	EMNLP 23
DAIL-SQL	Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation	Prompting, text-to-SQL	Code	arXiv 23
C3	C3: Zero-shot Text-to-SQL with ChatGPT	Prompting	Code	arXiv 23
DIN-SQL	DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction	Prompting, Decompose	Code	NeurIPS 23
Prompt Design Strategies	Enhancing Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies	Prompting, text-to-SQL	Code	EMNLP 23
Binder	Binding Language Models in Symbolic Languages	Prompting	Code	ICLR 23
Data-Copilot	Data-Copilot: Bridging Billions of Data and Humans with Autonomous Workflow	Agent, Data Visualization	Code	arXiv 23
SheetCopilot	SheetCopilot: Bringing Software Productivity to the Next Level through Large Language Models	Agent, Spreadsheet	Code	NeurIPS 23
ReAcTable	ReAcTable: Enhancing ReAct for Table Question Answering	Agent, ReAct	Code	arXiv 23
TAP4LLM	TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning	Table Augmentation		arXiv 23
DB-GPT	DB-GPT: Empowering Database Interactions with Private Large Language Models	Industry Framework	Code	arXiv 23
DPR	Dense Passage Retrieval for Open-Domain Question Answering	Retrieval-Augmented Generation	Code	EMNLP 20
ITR	An Inner Table Retriever for Robust Table Question Answering	Retrieval	Code	ACL 23
LI-RAGE	LI-RAGE: Late Interaction Retrieval Augmented Generation with Explicit Signals for Open-Domain Table Question Answering	RAG + Table	Code	ACL 23

Dataset & Benchmark

Name	Keywords	Artifact	Paper
MBPP	Code	link	arXiv 21
HumanEval	Code	link	arXiv 21
Dr.Spider	Text-to-SQL, Robustness	link	ICLR 23
TabFact	Table QA	link	ICLR 20
HyBirdQA	Table QA	link	EMNLP 20
AnaMeta	Table Metadata	link	ACL 23
InfiAgent-DABench	Data Analysis	link	arXiv 24
GitTables	GitHub CSVs	link	SIGMOD 23
DS-1000	Data Analysis	link	ICML 23
WDC	Web Table	link	WWW 16
BIRD	Text-to-SQL	link	NeurIPS 23
DART	Table-to-text	link	NAACL 21
FetaQA	Table QA	link	TACL 22
ToTTo	Table-to-text	link	EMNLP 20
WiKiTableQuestions	Table QA	link	ACL 15
sheetperf	Spreadsheet	link	SIGMOD 20
GPT4Table	Table QA, Table-to-text	link	WSDM 24
Spider	Text-to-SQL	link	EMNLP 18
RobuT	Table QA	link	ACL 23
WiKiSQL	Table QA,Text-to-SQL	link	arXiv 17
Observatory	Table Embedding Benchmark	Code	VLDB 24

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