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 1601–1625 of 10817 papers

TitleStatusHype
Fine-Tuning LLMs for Reliable Medical Question-Answering Services—0
Griffon-G: Bridging Vision-Language and Vision-Centric Tasks via Large Multimodal Models—0
MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical StructuresCode0
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
Ichigo: Mixed-Modal Early-Fusion Realtime Voice AssistantCode7
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
LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound—0
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models—0
Make LLMs better zero-shot reasoners: Structure-orientated autonomous reasoningCode0
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning—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
SPFresh: Incremental In-Place Update for Billion-Scale Vector Search—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
ViConsFormer: Constituting Meaningful Phrases of Scene Texts using Transformer-based Method in Vietnamese Text-based Visual Question AnsweringCode0
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningCode1
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples—0
RA-BLIP: Multimodal Adaptive Retrieval-Augmented Bootstrapping Language-Image Pre-training—0
ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope QuestionsCode0
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart ProblemsCode1
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
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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