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 2601–2650 of 10817 papers

TitleStatusHype
VLM Q-Learning: Aligning Vision-Language Models for Interactive Decision-Making—0
Sim2Real Transfer for Vision-Based Grasp VerificationCode0
Structure Causal Models and LLMs Integration in Medical Visual Question Answering—0
Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks—0
Compositional Image-Text Matching and Retrieval by Grounding EntitiesCode0
OODTE: A Differential Testing Engine for the ONNX Optimizer—0
Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings—0
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs—0
TRAVELER: A Benchmark for Evaluating Temporal Reasoning across Vague, Implicit and Explicit References—0
Transferable Adversarial Attacks on Black-Box Vision-Language Models—0
Grounding Task Assistance with Multimodal Cues from a Single Demonstration—0
Beyond Attention: Toward Machines with Intrinsic Higher Mental States—0
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense EvaluationCode0
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass—0
HalluMix: A Task-Agnostic, Multi-Domain Benchmark for Real-World Hallucination Detection—0
AdCare-VLM: Leveraging Large Vision Language Model (LVLM) to Monitor Long-Term Medication Adherence and CareCode0
Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QACode0
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding—0
ConSens: Assessing context grounding in open-book question answering—0
Zoomer: Adaptive Image Focus Optimization for Black-box MLLM—0
LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs—0
SetKE: Knowledge Editing for Knowledge Elements Overlap—0
LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge—0
m-KAILIN: Knowledge-Driven Agentic Scientific Corpus Distillation Framework for Biomedical Large Language Models Training—0
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward ModelsCode0
OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis—0
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom—0
SpatialReasoner: Towards Explicit and Generalizable 3D Spatial Reasoning—0
Test It Before You Trust It: Applying Software Testing for Trustworthy In-context LearningCode0
An Empirical Study of Evaluating Long-form Question AnsweringCode0
Pushing the boundary on Natural Language Inference—0
A Comprehensive Survey of Knowledge-Based Vision Question Answering Systems: The Lifecycle of Knowledge in Visual Reasoning Task—0
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction—0
TraveLLaMA: Facilitating Multi-modal Large Language Models to Understand Urban Scenes and Provide Travel Assistance—0
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation—0
Towards Understanding Camera Motions in Any Video—0
Efficient Document Retrieval with G-RetrieverCode0
The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models—0
Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video UnderstandingCode0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
A Hierarchical Framework for Measuring Scientific Paper Innovation via Large Language Models—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability—0
CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge—0
SConU: Selective Conformal Uncertainty in Large Language Models—0
Bottom-Up Synthesis of Knowledge-Grounded Task-Oriented Dialogues with Iteratively Self-Refined Prompts—0
LegalRAG: A Hybrid RAG System for Multilingual Legal Information Retrieval—0
Long-context Non-factoid Question Answering in Indic LanguagesCode0
ChartQA-X: Generating Explanations for Charts—0
WebLists: Extracting Structured Information From Complex Interactive Websites Using Executable LLM Agents—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