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 751–800 of 10817 papers

TitleStatusHype
Green Prompting—0
Vector Quantized Feature Fields for Fast 3D Semantic Lifting—0
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
TI-JEPA: An Innovative Energy-based Joint Embedding Strategy for Text-Image Multimodal Systems—0
Delusions of Large Language Models—0
VisualSimpleQA: A Benchmark for Decoupled Evaluation of Large Vision-Language Models in Fact-Seeking Question Answering—0
Treble Counterfactual VLMs: A Causal Approach to HallucinationCode0
Integrating Frequency-Domain Representations with Low-Rank Adaptation in Vision-Language Models—0
SplatTalk: 3D VQA with Gaussian Splatting—0
MoEMoE: Question Guided Dense and Scalable Sparse Mixture-of-Expert for Multi-source Multi-modal Answering—0
Correctness Coverage Evaluation for Medical Multiple-Choice Question Answering Based on the Enhanced Conformal Prediction Framework—0
Chart-HQA: A Benchmark for Hypothetical Question Answering in Charts—0
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language ModelCode2
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Evaluating Answer Reranking Strategies in Time-sensitive Question Answering—0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation—0
AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLMCode2
Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities—0
Architecture for a Trustworthy Quantum Chatbot—0
Robust Data Watermarking in Language Models by Injecting Fictitious KnowledgeCode0
Question-Aware Gaussian Experts for Audio-Visual Question AnsweringCode1
Cross-modal Causal Relation Alignment for Video Question GroundingCode1
Vision-Language Models Struggle to Align Entities across Modalities—0
EgoLife: Towards Egocentric Life AssistantCode3
Task-Agnostic Attacks Against Vision Foundation ModelsCode0
FANS -- Formal Answer Selection for Natural Language Math Reasoning Using Lean4—0
Enhancing Vietnamese VQA through Curriculum Learning on Raw and Augmented Text RepresentationsCode0
Structured Outputs Enable General-Purpose LLMs to be Medical Experts—0
Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability—0
AttackSeqBench: Benchmarking Large Language Models' Understanding of Sequential Patterns in Cyber AttacksCode0
DSPNet: Dual-vision Scene Perception for Robust 3D Question AnsweringCode1
Addressing Overprescribing Challenges: Fine-Tuning Large Language Models for Medication Recommendation TasksCode0
OWLViz: An Open-World Benchmark for Visual Question Answering—0
Towards Robust Expert Finding in Community Question Answering PlatformsCode0
Zero-Shot Complex Question-Answering on Long Scientific DocumentsCode0
EchoQA: A Large Collection of Instruction Tuning Data for Echocardiogram Reports—0
BioD2C: A Dual-level Semantic Consistency Constraint Framework for Biomedical VQACode0
Optimizing open-domain question answering with graph-based retrieval augmented generation—0
SAGE: A Framework of Precise Retrieval for RAG—0
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering—0
Q-NL Verifier: Leveraging Synthetic Data for Robust Knowledge Graph Question AnsweringCode0
Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension—0
When an LLM is apprehensive about its answers -- and when its uncertainty is justifiedCode0
Watch Out Your Album! On the Inadvertent Privacy Memorization in Multi-Modal Large Language ModelsCode0
Parameter-free Video Segmentation for Vision and Language Understanding—0
Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution—0
SRAG: Structured Retrieval-Augmented Generation for Multi-Entity Question Answering over Wikipedia Graph—0
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources—0
Optimizing Multi-Hop Document Retrieval Through Intermediate Representations—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