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 23012350 of 10817 papers

TitleStatusHype
Towards Answering Climate Questionnaires from Unstructured Climate ReportsCode0
CLIFT: Analysing Natural Distribution Shift on Question Answering Models in Clinical DomainCode0
Measuring Faithful and Plausible Visual Grounding in VQACode0
Is Multihop QA in DiRe Condition? Measuring and Reducing Disconnected ReasoningCode0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
CLEVR\_HYP: A Challenge Dataset and Baselines for Visual Question Answering with Hypothetical Actions over ImagesCode0
A Self-Attentive model for Knowledge TracingCode0
CLEVR_HYP: A Challenge Dataset and Baselines for Visual Question Answering with Hypothetical Actions over ImagesCode0
Alignment Attention by Matching Key and Query DistributionsCode0
Measuring Compositional Generalization: A Comprehensive Method on Realistic DataCode0
Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image RepresentationsCode0
CLEAR: A Dataset for Compositional Language and Elementary Acoustic ReasoningCode0
MDCure: A Scalable Pipeline for Multi-Document Instruction-FollowingCode0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
MBBQ: A Dataset for Cross-Lingual Comparison of Stereotypes in Generative LLMsCode0
Integrating Multimodal Information in Large Pretrained TransformersCode0
ArxivBench: Can LLMs Assist Researchers in Conducting Research?Code0
MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical ReasoningCode0
MatchZoo: A Learning, Practicing, and Developing System for Neural Text MatchingCode0
A Russian Jeopardy! Data Set for Question-Answering SystemsCode0
MatchZoo: A Toolkit for Deep Text MatchingCode0
ArtQuest: Countering Hidden Language Biases in ArtVQACode0
Classification of telicity using cross-linguistic annotation projectionCode0
Matching Article Pairs with Graphical Decomposition and ConvolutionsCode0
Distantly Supervised Question ParsingCode0
Artifacts or Abduction: How Do LLMs Answer Multiple-Choice Questions Without the Question?Code0
Marten: Visual Question Answering with Mask Generation for Multi-modal Document UnderstandingCode0
Aligning Multilingual Embeddings for Improved Code-switched Natural Language UnderstandingCode0
Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context PermutationCode0
ArT: All-round Thinker for Unsupervised Commonsense Question AnsweringCode0
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data UncertaintyCode0
Adapting Lightweight Vision Language Models for Radiological Visual Question AnsweringCode0
ArT: All-round Thinker for Unsupervised Commonsense Question-AnsweringCode0
MapQaTor: An Extensible Framework for Efficient Annotation of Map-Based QA DatasetsCode0
Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation LearningCode0
ARR: Question Answering with Large Language Models via Analyzing, Retrieving, and ReasoningCode0
Mapping distributional to model-theoretic semantic spaces: a baselineCode0
Aligning Large Language Models for Clinical TasksCode0
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation ModelsCode0
A Role-specific Guided Large Language Model for Ophthalmic Consultation Based on Stylistic DifferentiationCode0
Mamba Fusion: Learning Actions Through QuestioningCode0
C-HTS: A Concept-based Hierarchical Text Segmentation approachCode0
Aligning Language Models to Explicitly Handle AmbiguityCode0
MaMMUT: A Simple Architecture for Joint Learning for MultiModal TasksCode0
CHQ-Summ: A Dataset for Consumer Healthcare Question SummarizationCode0
Make Text Unlearnable: Exploiting Effective Patterns to Protect Personal DataCode0
ArNLI: Arabic Natural Language Inference for Entailment and Contradiction DetectionCode0
Choice Fusion as Knowledge for Zero-Shot Dialogue State TrackingCode0
MAFiD: Moving Average Equipped Fusion-in-Decoder for Question Answering over Tabular and Textual DataCode0
Machine Comprehension Using Match-LSTM and Answer PointerCode0
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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