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 2201–2250 of 10817 papers

TitleStatusHype
Segmentation-guided Attention for Visual Question Answering from Remote Sensing Images—0
Extracting Training Data from Document-Based VQA Models—0
AutoBencher: Creating Salient, Novel, Difficult Datasets for Language ModelsCode1
A Taxonomy for Data Contamination in Large Language Models—0
Uncertainty Estimation of Large Language Models in Medical Question Answering—0
Automatic Extraction of Disease Risk Factors from Medical PublicationsCode0
Examining Long-Context Large Language Models for Environmental Review Document Comprehension—0
IDA-VLM: Towards Movie Understanding via ID-Aware Large Vision-Language ModelCode1
VQA-Diff: Exploiting VQA and Diffusion for Zero-Shot Image-to-3D Vehicle Asset Generation in Autonomous Driving—0
Adapting LLMs to Hebrew: Unveiling DictaLM 2.0 with Enhanced Vocabulary and Instruction Capabilities—0
Using Pretrained Large Language Model with Prompt Engineering to Answer Biomedical Questions—0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning MethodsCode7
Performance Evaluation of Knowledge Graph Embedding Approaches under Non-adversarial Attacks—0
Large Language Models Understand LayoutCode0
3D Vision and Language Pretraining with Large-Scale Synthetic DataCode1
MST5 -- Multilingual Question Answering over Knowledge GraphsCode0
Large Language Models for Judicial Entity Extraction: A Comparative Study—0
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question AnsweringCode2
How do you know that? Teaching Generative Language Models to Reference Answers to Biomedical QuestionsCode2
MFE-ETP: A Comprehensive Evaluation Benchmark for Multi-modal Foundation Models on Embodied Task PlanningCode0
Question Answering with Texts and Tables through Deep Reinforcement Learning—0
On scalable oversight with weak LLMs judging strong LLMs—0
Second Place Solution of WSDM2023 Toloka Visual Question Answering Challenge—0
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM AgentsCode2
Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMsCode1
ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language ModelsCode2
Jailbreak Attacks and Defenses Against Large Language Models: A Survey—0
Black-box Model Ensembling for Textual and Visual Question Answering via Information FusionCode0
MAMA: Meta-optimized Angular Margin Contrastive Framework for Video-Language Representation LearningCode0
VDMA: Video Question Answering with Dynamically Generated Multi-Agents—0
Meta-prompting Optimized Retrieval-augmented Generation—0
Leveraging Topic Specificity and Social Relationships for Expert Finding in Community Question Answering PlatformsCode0
ChartGemma: Visual Instruction-tuning for Chart Reasoning in the WildCode2
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models—0
MiniGPT-Med: Large Language Model as a General Interface for Radiology DiagnosisCode2
STOC-TOT: Stochastic Tree-of-Thought with Constrained Decoding for Complex Reasoning in Multi-Hop Question Answering—0
From Data to Commonsense Reasoning: The Use of Large Language Models for Explainable AI—0
ESQA: Event Sequences Question Answering—0
UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs' Memorization—0
MLKD-BERT: Multi-level Knowledge Distillation for Pre-trained Language Models—0
FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering—0
Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering—0
SemioLLM: Assessing Large Language Models for Semiological Analysis in Epilepsy Research—0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection—0
BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs—0
MindBench: A Comprehensive Benchmark for Mind Map Structure Recognition and Analysis—0
LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log AnalysisCode1
A Bounding Box is Worth One Token: Interleaving Layout and Text in a Large Language Model for Document UnderstandingCode2
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness—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