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 1601–1650 of 10817 papers

TitleStatusHype
Object-Centric Temporal Consistency via Conditional Autoregressive Inductive Biases—0
Griffon-G: Bridging Vision-Language and Vision-Centric Tasks via Large Multimodal Models—0
Ichigo: Mixed-Modal Early-Fusion Realtime Voice AssistantCode7
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical StructuresCode0
Reverse Question Answering: Can an LLM Write a Question so Hard (or Bad) that it Can't Answer?Code0
CROPE: Evaluating In-Context Adaptation of Vision and Language Models to Culture-Specific ConceptsCode0
Evaluating Consistencies in LLM responses through a Semantic Clustering of Question Answering—0
ChitroJera: A Regionally Relevant Visual Question Answering Dataset for Bangla—0
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models—0
LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound—0
Make LLMs better zero-shot reasoners: Structure-orientated autonomous reasoningCode0
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning—0
SPFresh: Incremental In-Place Update for Billion-Scale Vector Search—0
Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systems—0
Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment—0
Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens—0
ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope QuestionsCode0
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningCode1
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph—0
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart ProblemsCode1
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples—0
RA-BLIP: Multimodal Adaptive Retrieval-Augmented Bootstrapping Language-Image Pre-training—0
E3D-GPT: Enhanced 3D Visual Foundation for Medical Vision-Language Model—0
ViConsFormer: Constituting Meaningful Phrases of Scene Texts using Transformer-based Method in Vietnamese Text-based Visual Question AnsweringCode0
Zero-shot Action Localization via the Confidence of Large Vision-Language Models—0
Accounting for Sycophancy in Language Model Uncertainty Estimation—0
FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline—0
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs—0
A Little Human Data Goes A Long WayCode0
RAP: Retrieval-Augmented Personalization for Multimodal Large Language ModelsCode2
BQA: Body Language Question Answering Dataset for Video Large Language Models—0
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models—0
RescueADI: Adaptive Disaster Interpretation in Remote Sensing Images with Autonomous Agents—0
Advancing Large Language Model Attribution through Self-Improving—0
Measuring Free-Form Decision-Making Inconsistency of Language Models in Military Crisis SimulationsCode0
Help Me Identify: Is an LLM+VQA System All We Need to Identify Visual Concepts?Code0
AdaSwitch: Adaptive Switching between Small and Large Agents for Effective Cloud-Local Collaborative Learning—0
Developing Question-Answering Models in Low-Resource Languages: A Case Study on Turkish Medical Texts Using Transformer-Based Approaches—0
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models—0
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical PerceptionCode3
Large Language Models as a Tool for Mining Object Knowledge—0
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question AnsweringCode0
An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation—0
Open Domain Question Answering with Conflicting Contexts—0
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs—0
WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global CuisinesCode1
A Claim Decomposition Benchmark for Long-form Answer VerificationCode0
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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