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 701–750 of 10817 papers

TitleStatusHype
Knowledge-Aware Iterative Retrieval for Multi-Agent Systems—0
Task-Oriented Feature Compression for Multimodal Understanding via Device-Edge Co-Inference—0
Long-VMNet: Accelerating Long-Form Video Understanding via Fixed Memory—0
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific ResearchCode1
Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding—0
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration—0
Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric VideosCode1
Sightation Counts: Leveraging Sighted User Feedback in Building a BLV-aligned Dataset of Diagram Descriptions—0
MAP: Evaluation and Multi-Agent Enhancement of Large Language Models for Inpatient Pathways—0
General Table Question Answering via Answer-Formula Joint Generation—0
GeoRSMLLM: A Multimodal Large Language Model for Vision-Language Tasks in Geoscience and Remote Sensing—0
PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models—0
MUSS: Multilevel Subset Selection for Relevance and Diversity—0
Beyond the Destination: A Novel Benchmark for Exploration-Aware Embodied Question Answering—0
DynRsl-VLM: Enhancing Autonomous Driving Perception with Dynamic Resolution Vision-Language Models—0
UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning—0
T2I-FineEval: Fine-Grained Compositional Metric for Text-to-Image EvaluationCode0
Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question AnsweringCode3
Learning to Inference Adaptively for Multimodal Large Language Models—0
KV-Distill: Nearly Lossless Learnable Context Compression for LLMs—0
Unlock the Power of Unlabeled Data in Language Driving Model—0
TIME: Temporal-sensitive Multi-dimensional Instruction Tuning and Benchmarking for Video-LLMs—0
How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape GameCode1
Retrieval-Augmented Generation with Hierarchical KnowledgeCode4
DriveLMM-o1: A Step-by-Step Reasoning Dataset and Large Multimodal Model for Driving Scenario UnderstandingCode2
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