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 3801–3825 of 10817 papers

TitleStatusHype
Fast Clustering of Short Text Streams Using Efficient Cluster Indexing and Dynamic Similarity Thresholds—0
Fast DistilBERT on CPUs—0
Domain-Relevant Embeddings for Medical Question Similarity—0
Domain Mismatch Doesn’t Always Prevent Cross-lingual Transfer Learning—0
Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
Annotating genericity: a survey, a scheme, and a corpus—0
Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering—0
Fast Quantum Algorithm for Attention Computation—0
FastRAG: Retrieval Augmented Generation for Semi-structured Data—0
Domain Mismatch Doesn't Always Prevent Cross-Lingual Transfer Learning—0
Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension—0
DomainInv: Domain Invariant Fine Tuning and Adversarial Label Correction For QA Domain Adaptation—0
FaVChat: Unlocking Fine-Grained Facail Video Understanding with Multimodal Large Language Models—0
Beyond Captioning: Task-Specific Prompting for Improved VLM Performance in Mathematical Reasoning—0
FCICU: The Integration between Sense-Based Kernel and Surface-Based Methods to Measure Semantic Textual Similarity—0
FC-KBQA: A Fine-to-Coarse Composition Framework for Knowledge Base Question Answering—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
Feature4X: Bridging Any Monocular Video to 4D Agentic AI with Versatile Gaussian Feature Fields—0
Feature-Based Selection of Dependency Paths in Ad Hoc Information Retrieval—0
Feature Engineering in Learning-to-Rank for Community Question Answering Task—0
Feature extraction and evaluation for BioMedical Question Answering—0
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts—0
Annotating Electronic Medical Records for Question Answering—0
A Comprehensive Survey on Visual Question Answering Datasets and Algorithms—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