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 97019750 of 10817 papers

TitleStatusHype
Muppet: Massive Multi-task Representations with Pre-FinetuningCode0
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object UnderstandingCode0
Learning Intrinsic Sparse Structures within Long Short-Term MemoryCode0
BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question AnsweringCode0
Music's Multimodal Complexity in AVQA: Why We Need More than General Multimodal LLMsCode0
Learning Musical Representations for Music Performance Question AnsweringCode0
Farewell Freebase: Migrating the SimpleQuestions Dataset to DBpediaCode0
Commonsense Properties from Query Logs and Question Answering ForumsCode0
Background Summarization of Event TimelinesCode0
Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language ModelsCode0
Commonsense Knowledge Mining from Term DefinitionsCode0
Learning Recurrent Span Representations for Extractive Question AnsweringCode0
Learning Relation Entailment with Structured and Textual InformationCode0
Learning Representation Mapping for Relation Detection in Knowledge Base Question AnsweringCode0
Muti-view Mouse Social Behaviour Recognition with Deep Graphical ModelCode0
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge GraphsCode0
MythQA: Query-Based Large-Scale Check-Worthy Claim Detection through Multi-Answer Open-Domain Question AnsweringCode0
BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured DataCode0
Learning Representations of Sets through Optimized PermutationsCode0
NAAQA: A Neural Architecture for Acoustic Question AnsweringCode0
Commonsense for Generative Multi-Hop Question Answering TasksCode0
FAMMA: A Benchmark for Financial Domain Multilingual Multimodal Question AnsweringCode0
A Zero-Shot Open-Vocabulary Pipeline for Dialogue UnderstandingCode0
NE-Table: A Neural key-value table for Named EntitiesCode0
Identifying Query-Relevant Neurons in Large Language Models for Long-Form TextsCode0
Learning Semantic Textual Similarity from ConversationsCode0
REFinD: Relation Extraction Financial DatasetCode0
Are Red Roses Red? Evaluating Consistency of Question-Answering ModelsCode0
Faithful Question Answering with Monte-Carlo PlanningCode0
A Wrong Answer or a Wrong Question? An Intricate Relationship between Question Reformulation and Answer Selection in Conversational Question AnsweringCode0
Question Answering with Subgraph EmbeddingsCode0
Robust Explanations for Visual Question AnsweringCode0
Scaling Neural Machine TranslationCode0
NAMER: A Node-Based Multitasking Framework for Multi-Hop Knowledge Base Question AnsweringCode0
Learning the meanings of function words from grounded language using a visual question answering modelCode0
Learning from Explanations with Neural Execution TreeCode0
ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel TrainingCode0
Learning to Answer Biomedical Questions: OAQA at BioASQ 4BCode0
Are Large Language Models Really Robust to Word-Level Perturbations?Code0
AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual LearningCode0
Common-Knowledge Concept Recognition for SEVACode0
Question-Aware Knowledge Graph Prompting for Enhancing Large Language ModelsCode0
Polisis: Automated Analysis and Presentation of Privacy Policies Using Deep LearningCode0
Faithful Chain-of-Thought ReasoningCode0
FairytaleQA Translated: Enabling Educational Question and Answer Generation in Less-Resourced LanguagesCode0
StorySparkQA: Expert-Annotated QA Pairs with Real-World Knowledge for Children's Story-Based LearningCode0
Learning to Perform Role-Filler Binding with Schematic KnowledgeCode0
FailureSensorIQ: A Multi-Choice QA Dataset for Understanding Sensor Relationships and Failure ModesCode0
Learning to Attend On Essential Terms: An Enhanced Retriever-Reader Model for Open-domain Question AnsweringCode0
Facts That MatterCode0
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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