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 2301–2350 of 10817 papers

TitleStatusHype
Can We Infer Confidential Properties of Training Data from LLMs?—0
SlotPi: Physics-informed Object-centric Reasoning ModelsCode0
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models—0
Monitoring Decomposition Attacks in LLMs with Lightweight Sequential MonitorsCode0
Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question AnsweringCode0
HalLoc: Token-level Localization of Hallucinations for Vision Language ModelsCode0
VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos—0
Specification and Evaluation of Multi-Agent LLM Systems -- Prototype and Cybersecurity ApplicationsCode0
AC/DC: LLM-based Audio Comprehension via Dialogue Continuation—0
EQA-RM: A Generative Embodied Reward Model with Test-time ScalingCode0
CogStream: Context-guided Streaming Video Question Answering—0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation—0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
OmniDRCA: Parallel Speech-Text Foundation Model via Dual-Resolution Speech Representations and Contrastive AlignmentCode0
Bridging the Gap Between Open-Source and Proprietary LLMs in Table QACode0
Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning—0
Kvasir-VQA-x1: A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal EndoscopyCode0
Outside Knowledge Conversational Video (OKCV) Dataset -- Dialoguing over VideosCode0
Med-REFL: Medical Reasoning Enhancement via Self-Corrected Fine-grained ReflectionCode0
Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive-k—0
An Open-Source Software Toolkit & Benchmark Suite for the Evaluation and Adaptation of Multimodal Action Models—0
PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly—0
WIP: Large Language Model-Enhanced Smart Tutor for Undergraduate Circuit Analysis—0
mSTEB: Massively Multilingual Evaluation of LLMs on Speech and Text Tasks—0
Improved LLM Agents for Financial Document Question Answering—0
VersaVid-R1: A Versatile Video Understanding and Reasoning Model from Question Answering to Captioning Tasks—0
Aligning Text, Images, and 3D Structure Token-by-Token—0
HAIBU-ReMUD: Reasoning Multimodal Ultrasound Dataset and Model Bridging to General Specific DomainsCode0
Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue ReasoningCode0
LEANN: A Low-Storage Vector Index—0
Federated In-Context Learning: Iterative Refinement for Improved Answer Quality—0
MEMOIR: Lifelong Model Editing with Minimal Overwrite and Informed Retention for LLMs—0
ReCogDrive: A Reinforced Cognitive Framework for End-to-End Autonomous Driving—0
Cognitive Weave: Synthesizing Abstracted Knowledge with a Spatio-Temporal Resonance GraphCode0
Learning to Clarify by Reinforcement Learning Through Reward-Weighted Fine-Tuning—0
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning—0
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning—0
The State-of-the-Art in Lifelog Retrieval: A Review of Progress at the ACM Lifelog Search Challenge Workshop 2022-24—0
Meta-Adaptive Prompt Distillation for Few-Shot Visual Question Answering—0
Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniques—0
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions—0
DynamicMind: A Tri-Mode Thinking System for Large Language Models—0
MAPLE: Multi-Agent Adaptive Planning with Long-Term Memory for Table Reasoning—0
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-ReasoningCode0
Does Your 3D Encoder Really Work? When Pretrain-SFT from 2D VLMs Meets 3D VLMs—0
Ontology-based knowledge representation for bone disease diagnosis: a foundation for safe and sustainable medical artificial intelligence systems—0
Multiple-Choice Question Generation Using Large Language Models: Methodology and Educator Insights—0
TextVidBench: A Benchmark for Long Video Scene Text Understanding—0
Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance—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