SOTAVerified

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 3551–3600 of 10817 papers

TitleStatusHype
xGen-MM-Vid (BLIP-3-Video): You Only Need 32 Tokens to Represent a Video Even in VLMs—0
Fine-Tuning LLMs for Reliable Medical Question-Answering Services—0
ComPO: Community Preferences for Language Model Personalization—0
Evaluating Consistencies in LLM responses through a Semantic Clustering of Question Answering—0
MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical StructuresCode0
CROPE: Evaluating In-Context Adaptation of Vision and Language Models to Culture-Specific ConceptsCode0
Reverse Question Answering: Can an LLM Write a Question so Hard (or Bad) that it Can't Answer?Code0
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models—0
ChitroJera: A Regionally Relevant Visual Question Answering Dataset for Bangla—0
LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound—0
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples—0
SPFresh: Incremental In-Place Update for Billion-Scale Vector Search—0
Zero-shot Action Localization via the Confidence of Large Vision-Language Models—0
RA-BLIP: Multimodal Adaptive Retrieval-Augmented Bootstrapping Language-Image Pre-training—0
Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens—0
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
Make LLMs better zero-shot reasoners: Structure-orientated autonomous reasoningCode0
E3D-GPT: Enhanced 3D Visual Foundation for Medical Vision-Language Model—0
Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systems—0
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph—0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment—0
ViConsFormer: Constituting Meaningful Phrases of Scene Texts using Transformer-based Method in Vietnamese Text-based Visual Question AnsweringCode0
ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope QuestionsCode0
Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models—0
A Little Human Data Goes A Long WayCode0
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models—0
FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline—0
BQA: Body Language Question Answering Dataset for Video Large Language Models—0
Measuring Free-Form Decision-Making Inconsistency of Language Models in Military Crisis SimulationsCode0
RescueADI: Adaptive Disaster Interpretation in Remote Sensing Images with Autonomous Agents—0
Advancing Large Language Model Attribution through Self-Improving—0
Help Me Identify: Is an LLM+VQA System All We Need to Identify Visual Concepts?Code0
Accounting for Sycophancy in Language Model Uncertainty Estimation—0
AdaSwitch: Adaptive Switching between Small and Large Agents for Effective Cloud-Local Collaborative Learning—0
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs—0
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs—0
Open Domain Question Answering with Conflicting Contexts—0
Developing Question-Answering Models in Low-Resource Languages: A Case Study on Turkish Medical Texts Using Transformer-Based Approaches—0
An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation—0
Large Language Models as a Tool for Mining Object Knowledge—0
A Claim Decomposition Benchmark for Long-form Answer VerificationCode0
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models—0
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question AnsweringCode0
Telco-DPR: A Hybrid Dataset for Evaluating Retrieval Models of 3GPP Technical Specifications—0
Causal Reasoning in Large Language Models: A Knowledge Graph Approach—0
Unleashing the Power of LLMs as Multi-Modal Encoders for Text and Graph-Structured Data—0
SHAKTI: A 2.5 Billion Parameter Small Language Model Optimized for Edge AI and Low-Resource Environments—0
Empowering Users in Digital Privacy Management through Interactive LLM-Based Agents—0
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified