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 251–300 of 10817 papers

TitleStatusHype
A Simple Aerial Detection Baseline of Multimodal Language ModelsCode2
Dual Diffusion for Unified Image Generation and UnderstandingCode2
Online Video Understanding: OVBench and VideoChat-OnlineCode2
FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Visual Language ModelsCode2
Video-Panda: Parameter-efficient Alignment for Encoder-free Video-Language ModelsCode2
Evaluating LLM Reasoning in the Operations Research Domain with ORQACode2
AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous DrivingCode2
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented GenerationCode2
Neptune: The Long Orbit to Benchmarking Long Video UnderstandingCode2
Doe-1: Closed-Loop Autonomous Driving with Large World ModelCode2
Towards a Multimodal Large Language Model with Pixel-Level Insight for BiomedicineCode2
BiMediX2: Bio-Medical EXpert LMM for Diverse Medical ModalitiesCode2
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-ActionCode2
LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual PreferencesCode2
Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question AnsweringCode2
Grounding-IQA: Multimodal Language Grounding Model for Image Quality AssessmentCode2
Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question AnsweringCode2
VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame SelectionCode2
GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AICode2
MC-LLaVA: Multi-Concept Personalized Vision-Language ModelCode2
End-to-End Navigation with Vision Language Models: Transforming Spatial Reasoning into Question-AnsweringCode2
VQA^2: Visual Question Answering for Video Quality AssessmentCode2
Multi-Agent Large Language Models for Conversational Task-SolvingCode2
LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question AnsweringCode2
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation EngineeringCode2
RAP: Retrieval-Augmented Personalization for Multimodal Large Language ModelsCode2
VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AICode2
SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity RecognitionCode2
Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMsCode2
Retriever-and-Memory: Towards Adaptive Note-Enhanced Retrieval-Augmented GenerationCode2
VoxelPrompt: A Vision-Language Agent for Grounded Medical Image AnalysisCode2
Large Continual Instruction AssistantCode2
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation DataCode2
PDF-WuKong: A Large Multimodal Model for Efficient Long PDF Reading with End-to-End Sparse SamplingCode2
Differential TransformerCode2
QAEncoder: Towards Aligned Representation Learning in Question Answering SystemCode2
E.T. Bench: Towards Open-Ended Event-Level Video-Language UnderstandingCode2
Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model ReasoningCode2
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based ReasoningCode2
One missing piece in Vision and Language: A Survey on Comics UnderstandingCode2
EyeCLIP: A visual-language foundation model for multi-modal ophthalmic image analysisCode2
Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene UnderstandingCode2
Towards Evaluating and Building Versatile Large Language Models for MedicineCode2
PA-LLaVA: A Large Language-Vision Assistant for Human Pathology Image UnderstandingCode2
A Survey on Benchmarks of Multimodal Large Language ModelsCode2
ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry AreaCode2
EfficientRAG: Efficient Retriever for Multi-Hop Question AnsweringCode2
GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AICode2
500xCompressor: Generalized Prompt Compression for Large Language ModelsCode2
XMainframe: A Large Language Model for Mainframe ModernizationCode2
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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