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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 10076–10100 of 10817 papers

TitleStatusHype
Similarity-Based Reconstruction Loss for Meaning Representation—0
Simple and Effective Knowledge-Driven Query Expansion for QA-Based Product Attribute Extraction—0
Simple and Effective Semi-Supervised Question Answering—0
Simple and Effective Unsupervised Redundancy Elimination to Compress Dense Vectors for Passage Retrieval—0
Simple is not Easy: A Simple Strong Baseline for TextVQA and TextCaps—0
Simple Large-scale Relation Extraction from Unstructured Text—0
SimpleLLM4AD: An End-to-End Vision-Language Model with Graph Visual Question Answering for Autonomous Driving—0
Simple or Complex? Classifying Questions by Answering Complexity—0
Simple Question Answering by Attentive Convolutional Neural Network—0
Simple Question Answering with Subgraph Ranking and Joint-Scoring—0
SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models—0
Simple yet Effective Bridge Reasoning for Open-Domain Multi-Hop Question Answering—0
Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases—0
Simplifying Sparse Expert Recommendation by Revisiting Graph Diffusion—0
SimpsonsVQA: Enhancing Inquiry-Based Learning with a Tailored Dataset—0
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains—0
SimsterQ: A Similarity based Clustering Approach to Opinion Question Answering—0
Simulating Bandit Learning from User Feedback for Extractive Question Answering—0
SimVQA: Exploring Simulated Environments for Visual Question Answering—0
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization—0
Single-Modal Entropy based Active Learning for Visual Question Answering—0
Single Training Dimension Selection for Word Embedding with PCA—0
SIPDO: Closed-Loop Prompt Optimization via Synthetic Data Feedback—0
SIRIUS-LTG: An Entity Linking Approach to Fact Extraction and Verification—0
SITE: towards Spatial Intelligence Thorough Evaluation—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