Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 1101–1125 of 10817 papers

Title	Date	Tasks	Status	Hype
Fine-grained Audio-Visual Joint Representations for Multimodal Large Language Models	Oct 9, 2023	Question AnsweringVideo Question Answering	CodeCode Available	1
Rephrase, Augment, Reason: Visual Grounding of Questions for Vision-Language Models	Oct 9, 2023	Language ModellingQuestion Answering	CodeCode Available	1
BRAINTEASER: Lateral Thinking Puzzles for Large Language Models	Oct 8, 2023	Distractor GenerationLanguage Modelling	CodeCode Available	1
An Investigation of LLMs' Inefficacy in Understanding Converse Relations	Oct 8, 2023	Knowledge Graph CompletionQuestion Answering	CodeCode Available	1
MinPrompt: Graph-based Minimal Prompt Data Augmentation for Few-shot Question Answering	Oct 8, 2023	Data AugmentationQuestion Answering	CodeCode Available	1
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation	Oct 6, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
MapperGPT: Large Language Models for Linking and Mapping Entities	Oct 5, 2023	AnatomyData Integration	CodeCode Available	1
BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs	Oct 5, 2023	Cross-Modal RetrievalDomain Generalization	CodeCode Available	1
Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization	Oct 5, 2023	AllLanguage Modeling	CodeCode Available	1
LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models	Oct 5, 2023	Common Sense ReasoningMultiple-choice	CodeCode Available	1
A Long Way to Go: Investigating Length Correlations in RLHF	Oct 5, 2023	Question Answering	CodeCode Available	1
Multimodal Question Answering for Unified Information Extraction	Oct 4, 2023	DiversityQuestion Answering	CodeCode Available	1
Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference	Oct 4, 2023	MathQuestion Answering	CodeCode Available	1
Integrating UMLS Knowledge into Large Language Models for Medical Question Answering	Oct 4, 2023	Medical Question AnsweringQuestion Answering	CodeCode Available	1
Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations	Oct 2, 2023	In-Context LearningInstruction Following	CodeCode Available	1
Making Retrieval-Augmented Language Models Robust to Irrelevant Context	Oct 2, 2023	Language ModellingNatural Language Inference	CodeCode Available	1
A Framework for Inference Inspired by Human Memory Mechanisms	Oct 1, 2023	image-classificationImage Classification	CodeCode Available	1
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language Models	Sep 29, 2023	FormNavigate	CodeCode Available	1
VDC: Versatile Data Cleanser based on Visual-Linguistic Inconsistency by Multimodal Large Language Models	Sep 28, 2023	Backdoor Attackcross-modal alignment	CodeCode Available	1
At Which Training Stage Does Code Data Help LLMs Reasoning?	Sep 28, 2023	Question Answering	CodeCode Available	1
Spider4SPARQL: A Complex Benchmark for Evaluating Knowledge Graph Question Answering Systems	Sep 28, 2023	Graph Question AnsweringKnowledge Graphs	CodeCode Available	1
Toloka Visual Question Answering Benchmark	Sep 28, 2023	Question AnsweringVisual Question Answering	CodeCode Available	1
Zero-Shot and Few-Shot Video Question Answering with Multi-Modal Prompts	Sep 27, 2023	Few-shot Video Question AnsweringPrompt Learning	CodeCode Available	1
Physics of Language Models: Part 3.1, Knowledge Storage and Extraction	Sep 25, 2023	Question AnsweringSentence	CodeCode Available	1
BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language Models	Sep 23, 2023	Code CompletionHallucination	CodeCode Available	1

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All datasets SQuAD2.0 SQuAD1.1 HotpotQA PIQA BoolQ COPA TriviaQA SQuAD1.1 dev Natural Questions OpenBookQA TruthfulQA MultiRC

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	IE-Net (ensemble)	EM	90.94	—	Unverified
2	FPNet (ensemble)	EM	90.87	—	Unverified
3	IE-NetV2 (ensemble)	EM	90.86	—	Unverified
4	SA-Net on Albert (ensemble)	EM	90.72	—	Unverified
5	SA-Net-V2 (ensemble)	EM	90.68	—	Unverified
6	FPNet (ensemble)	EM	90.6	—	Unverified
7	Retro-Reader (ensemble)	EM	90.58	—	Unverified
8	EntitySpanFocusV2 (ensemble)	EM	90.52	—	Unverified
9	TransNets + SFVerifier + SFEnsembler (ensemble)	EM	90.49	—	Unverified
10	EntitySpanFocus+AT (ensemble)	EM	90.45	—	Unverified