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 2451–2500 of 10817 papers

TitleStatusHype
Task Specific Pruning with LLM-Sieve: How Many Parameters Does Your Task Really Need?—0
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain—0
PerMedCQA: Benchmarking Large Language Models on Medical Consumer Question Answering in Persian Language—0
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding—0
Analyzing Mitigation Strategies for Catastrophic Forgetting in End-to-End Training of Spoken Language Models—0
CXReasonBench: A Benchmark for Evaluating Structured Diagnostic Reasoning in Chest X-raysCode0
Grounding Chest X-Ray Visual Question Answering with Generated Radiology Reports—0
Are the Hidden States Hiding Something? Testing the Limits of Factuality-Encoding Capabilities in LLMs—0
UNCLE: Uncertainty Expressions in Long-Form Generation—0
Evaluating Large Language Model with Knowledge Oriented Language Specific Simple Question AnsweringCode0
CT-Agent: A Multimodal-LLM Agent for 3D CT Radiology Question Answering—0
Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools—0
Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation—0
Zero-Shot Anomaly Detection in Battery Thermal Images Using Visual Question Answering with Prior Knowledge—0
Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding—0
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA—0
VoxRAG: A Step Toward Transcription-Free RAG Systems in Spoken Question Answering—0
Continually Self-Improving Language Models for Bariatric Surgery Question--Answering—0
CUB: Benchmarking Context Utilisation Techniques for Language Models—0
EarthSE: A Benchmark Evaluating Earth Scientific Exploration Capability for Large Language Models—0
A Causal Approach to Mitigate Modality Preference Bias in Medical Visual Question Answering—0
Collaboration among Multiple Large Language Models for Medical Question Answering—0
Set-LLM: A Permutation-Invariant LLM—0
Visual Question Answering on Multiple Remote Sensing Image Modalities—0
Towards Spoken Mathematical Reasoning: Benchmarking Speech-based Models over Multi-faceted Math Problems—0
Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification—0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning—0
TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language ModelsCode0
BR-TaxQA-R: A Dataset for Question Answering with References for Brazilian Personal Income Tax Law, including case law—0
TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving—0
UrduFactCheck: An Agentic Fact-Checking Framework for Urdu with Evidence Boosting and BenchmarkingCode0
SNAP: A Benchmark for Testing the Effects of Capture Conditions on Fundamental Vision TasksCode0
Leveraging Online Data to Enhance Medical Knowledge in a Small Persian Language ModelCode0
KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance—0
ViQAgent: Zero-Shot Video Question Answering via Agent with Open-Vocabulary Grounding ValidationCode0
RAVEN: Query-Guided Representation Alignment for Question Answering over Audio, Video, Embedded Sensors, and Natural LanguageCode0
Robo2VLM: Visual Question Answering from Large-Scale In-the-Wild Robot Manipulation Datasets—0
StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy OptimizationCode0
Improving LLM First-Token Predictions in Multiple-Choice Question Answering via Prefilling Attack—0
Traveling Across Languages: Benchmarking Cross-Lingual Consistency in Multimodal LLMsCode0
Exploring The Visual Feature Space for Multimodal Neural DecodingCode0
CRAFT: Training-Free Cascaded Retrieval for Tabular QA—0
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization—0
Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question AnsweringCode0
LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval—0
Social Bias in Popular Question-Answering Benchmarks—0
VoQA: Visual-only Question AnsweringCode0
RAVENEA: A Benchmark for Multimodal Retrieval-Augmented Visual Culture UnderstandingCode0
Debating for Better Reasoning: An Unsupervised Multimodal Approach—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