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 726–750 of 10817 papers

TitleStatusHype
On the Limitations of Vision-Language Models in Understanding Image Transforms—0
Teaching LMMs for Image Quality Scoring and InterpretingCode2
Everything Can Be Described in Words: A Simple Unified Multi-Modal Framework with Semantic and Temporal Alignment—0
FaVChat: Unlocking Fine-Grained Facail Video Understanding with Multimodal Large Language Models—0
SurgicalVLM-Agent: Towards an Interactive AI Co-Pilot for Pituitary Surgery—0
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement LearningCode7
SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action AlignmentCode3
DAFE: LLM-Based Evaluation Through Dynamic Arbitration for Free-Form Question-Answering—0
Bring Remote Sensing Object Detect Into Nature Language Model: Using SFT Method—0
A Survey on Knowledge-Oriented Retrieval-Augmented Generation—0
PlainQAFact: Automatic Factuality Evaluation Metric for Biomedical Plain Language Summaries GenerationCode0
Gradient-guided Attention Map Editing: Towards Efficient Contextual Hallucination Mitigation—0
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework—0
UniF^2ace: Fine-grained Face Understanding and Generation with Unified Multimodal Models—0
FASIONAD++ : Integrating High-Level Instruction and Information Bottleneck in FAt-Slow fusION Systems for Enhanced Safety in Autonomous Driving with Adaptive Feedback—0
MapQA: Open-domain Geospatial Question Answering on Map Data—0
Taking Notes Brings Focus? Towards Multi-Turn Multimodal Dialogue Learning—0
From Text to Visuals: Using LLMs to Generate Math Diagrams with Vector Graphics—0
MedAgentsBench: Benchmarking Thinking Models and Agent Frameworks for Complex Medical ReasoningCode2
Towards Fine-Grained Video Question Answering—0
A Multimodal Benchmark Dataset and Model for Crop Disease DiagnosisCode2
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA—0
Talking to GDELT Through Knowledge Graphs—0
KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue CorpusCode0
Robusto-1 Dataset: Comparing Humans and VLMs on real out-of-distribution Autonomous Driving VQA from Peru—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