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 2601–2650 of 10817 papers

TitleStatusHype
EDG-Based Question Decomposition for Complex Question Answering over Knowledge Bases—0
A RAG-based Question Answering System Proposal for Understanding Islam: MufassirQAS LLM—0
Causal Distillation for Language Models—0
A Joint Model for Question Answering and Question Generation—0
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models—0
ArabTAG: from a Handcrafted to a Semi-automatically Generated TAG—0
Arabic WordNet: New Content and New Applications—0
AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction—0
Edit me: A Corpus and a Framework for Understanding Natural Language Image Editing—0
Effect of Non-linear Deep Architecture in Sequence Labeling—0
Embedding NomLex-BR nominalizations into OpenWordnet-PT—0
CaTeRS: Causal and Temporal Relation Scheme for Semantic Annotation of Event Structures—0
Arabic Textual Entailment with Word Embeddings—0
Categorizing Concepts With Basic Level for Vision-to-Language—0
A Joint Model for Answer Sentence Ranking and Answer Extraction—0
ECNU at SemEval-2016 Task 3: Exploring Traditional Method and Deep Learning Method for Question Retrieval and Answer Ranking in Community Question Answering—0
Categorization of Semantic Roles for Dictionary Definitions—0
CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs—0
ArabianGPT: Native Arabic GPT-based Large Language Model—0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface—0
A Java Framework for Multilingual Definition and Hypernym Extraction—0
Activity report analysis with automatic single or multispan answer extraction—0
ECNU at SemEval-2017 Task 3: Using Traditional and Deep Learning Methods to Address Community Question Answering Task—0
TempRetriever: Fusion-based Temporal Dense Passage Retrieval for Time-Sensitive Questions—0
Case-based Reasoning for Natural Language Queries over Knowledge Bases—0
ECKGBench: Benchmarking Large Language Models in E-commerce Leveraging Knowledge Graph—0
Case-Based Reasoning Approach for Solving Financial Question Answering—0
AI-VaxGuide: An Agentic RAG-Based LLM for Vaccination Decisions—0
EchoSight: Advancing Visual-Language Models with Wiki Knowledge—0
Éclair -- Extracting Content and Layout with Integrated Reading Order for Documents—0
A Question Answering System Using Graph-Pattern Association Rules (QAGPAR) On YAGO Knowledge Base—0
A Benchmark Dataset with Larger Context for Non-Factoid Question Answering over Islamic Text—0
CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering—0
Careful Selection of Knowledge to solve Open Book Question Answering—0
EchoQA: A Large Collection of Instruction Tuning Data for Echocardiogram Reports—0
ECNU at SemEval-2016 Task 1: Leveraging Word Embedding From Macro and Micro Views to Boost Performance for Semantic Textual Similarity—0
ECNUCS: Measuring Short Text Semantic Equivalence Using Multiple Similarity Measurements—0
CARE: A QLoRA-Fine Tuned Multi-Domain Chatbot With Fast Learning On Minimal Hardware—0
A question-answering system for aircraft pilots' documentation—0
CapWAP: Image Captioning with a Purpose—0
FigureNet: A Deep Learning model for Question-Answering on Scientific Plots—0
Echo: A Large Language Model with Temporal Episodic Memory—0
CapWAP: Captioning with a Purpose—0
A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extraction—0
A Question-answering Based Framework for Relation Extraction Validation—0
Towards Answering Open-ended Ethical Quandary Questions—0
Echo-Attention: Attend Once and Get N Attentions for Free—0
AIPatient: Simulating Patients with EHRs and LLM Powered Agentic Workflow—0
A Question-Answering Approach to Key Value Pair Extraction from Form-like Document Images—0
Abductive Reasoning as Self-Supervision for Common Sense Question Answering—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