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

Showing 22512300 of 10817 papers

TitleStatusHype
MedG-KRP: Medical Graph Knowledge Representation ProbingCode0
MedHallTune: An Instruction-Tuning Benchmark for Mitigating Medical Hallucination in Vision-Language ModelsCode0
Medical Question Summarization with Entity-driven Contrastive LearningCode0
MediFact at MEDIQA-M3G 2024: Medical Question Answering in Dermatology with Multimodal LearningCode0
Med-PMC: Medical Personalized Multi-modal Consultation with a Proactive Ask-First-Observe-Next ParadigmCode0
MedExQA: Medical Question Answering Benchmark with Multiple ExplanationsCode0
Adaptively Clustering Neighbor Elements for Image-Text GenerationCode0
Asking and Answering Questions to Extract Event-Argument StructuresCode0
CNN for Text-Based Multiple Choice Question AnsweringCode0
CNM: An Interpretable Complex-valued Network for MatchingCode0
A Little Human Data Goes A Long WayCode0
Ask, Attend and Answer: Exploring Question-Guided Spatial Attention for Visual Question AnsweringCode0
CMQA: A Dataset of Conditional Question Answering with Multiple-Span AnswersCode0
C-MORE: Pretraining to Answer Open-Domain Questions by Consulting Millions of ReferencesCode0
A simple neural network module for relational reasoningCode0
CMDBench: A Benchmark for Coarse-to-fine Multimodal Data Discovery in Compound AI SystemsCode0
Adaptive loose optimization for robust question answeringCode0
Measuring Free-Form Decision-Making Inconsistency of Language Models in Military Crisis SimulationsCode0
MedArabiQ: Benchmarking Large Language Models on Arabic Medical TasksCode0
Med-REFL: Medical Reasoning Enhancement via Self-Corrected Fine-grained ReflectionCode0
A Simple Loss Function for Improving the Convergence and Accuracy of Visual Question Answering ModelsCode0
Is Multihop QA in DiRe Condition? Measuring and Reducing Disconnected ReasoningCode0
Distantly Supervised Question ParsingCode0
CluMo: Cluster-based Modality Fusion Prompt for Continual Learning in Visual Question AnsweringCode0
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language ModelsCode0
MDCure: A Scalable Pipeline for Multi-Document Instruction-FollowingCode0
Measuring Compositional Generalization: A Comprehensive Method on Realistic DataCode0
Integrating Multimodal Information in Large Pretrained TransformersCode0
A Simple Baseline for Knowledge-Based Visual Question AnsweringCode0
MBBQ: A Dataset for Cross-Lingual Comparison of Stereotypes in Generative LLMsCode0
MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical ReasoningCode0
Closed-book Question Generation via Contrastive LearningCode0
Matching Article Pairs with Graphical Decomposition and ConvolutionsCode0
Adaptive Document Retrieval for Deep Question AnsweringCode0
MatchZoo: A Learning, Practicing, and Developing System for Neural Text MatchingCode0
Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context PermutationCode0
Marten: Visual Question Answering with Mask Generation for Multi-modal Document UnderstandingCode0
Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation LearningCode0
ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical ImagesCode0
MatchZoo: A Toolkit for Deep Text MatchingCode0
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data UncertaintyCode0
Alignment over Heterogeneous Embeddings for Question AnsweringCode0
MapQaTor: An Extensible Framework for Efficient Annotation of Map-Based QA DatasetsCode0
Mapping distributional to model-theoretic semantic spaces: a baselineCode0
Measuring Faithful and Plausible Visual Grounding in VQACode0
MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generationCode0
MANGO: A Benchmark for Evaluating Mapping and Navigation Abilities of Large Language ModelsCode0
Climate Finance BenchCode0
MaMMUT: A Simple Architecture for Joint Learning for MultiModal TasksCode0
Mamba Fusion: Learning Actions Through QuestioningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified