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 4501–4550 of 10817 papers

TitleStatusHype
Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension—0
FastRAG: Retrieval Augmented Generation for Semi-structured Data—0
Fast Quantum Algorithm for Attention Computation—0
Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback—0
Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering—0
Fast Node Embeddings: Learning Ego-Centric Representations—0
CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation—0
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators—0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
Adapting Entities across Languages and Cultures—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
FastHybrid: A Hybrid Model for Efficient Answer Selection—0
“Are you calling for the vaporizer you ordered?” Combining Search and Prediction to Identify Orders in Contact Centers—0
Fast DistilBERT on CPUs—0
Fast Clustering of Short Text Streams Using Efficient Cluster Indexing and Dynamic Similarity Thresholds—0
Fast and Large-scale Unsupervised Relation Extraction—0
Cheater's Bowl: Human vs. Computer Search Strategies for Open-Domain Question Answering—0
Are we there yet? Exploring clinical domain knowledge of BERT models—0
FASIONAD++ : Integrating High-Level Instruction and Information Bottleneck in FAt-Slow fusION Systems for Enhanced Safety in Autonomous Driving with Adaptive Feedback—0
FashionVQA: A Domain-Specific Visual Question Answering System—0
FAQ Search using Transformers—0
ChatSOS: Vector Database Augmented Generative Question Answering Assistant in Safety Engineering—0
Are we asking the right questions in MovieQA?—0
FAQ-Gen: An automated system to generate domain-specific FAQs to aid content comprehension—0
FAQ-based Question Answering via Word Alignment—0
Chats-Grid: An Iterative Retrieval Q&A Optimization Scheme Leveraging Large Model and Retrieval Enhancement Generation in smart grid—0
FAQ-based Question Answering via Knowledge Anchors—0
FANToM: A Benchmark for Stress-testing Machine Theory of Mind in Interactions—0
ChatQA: Surpassing GPT-4 on Conversational QA and RAG—0
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions—0
Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering—0
Fantastic Questions and Where to Find Them: FairytaleQA – An Authentic Dataset for Narrative Comprehension—0
Fantastic Questions and Where to Find Them: FairytaleQA--An Authentic Dataset for Narrative Comprehension—0
FANS -- Formal Answer Selection for Natural Language Math Reasoning Using Lean4—0
Chat or Learn: a Data-Driven Robust Question-Answering System—0
chatClimate: Grounding Conversational AI in Climate Science—0
Faithful Temporal Question Answering over Heterogeneous Sources—0
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots—0
A Lightweight and High Performance Monolingual Word Aligner—0
Faithful Reasoning Using Large Language Models—0
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering—0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization—0
Algorithm for Semantic Network Generation from Texts of Low Resource Languages Such as Kiswahili—0
Adapting Biomedical Abstracts into Plain language using Large Language Models—0
Adapting and evaluating a deep learning language model for clinical why-question answering—0
Fair comparison of knowledge graphs for question answering—0
Factuality or Fiction? Benchmarking Modern LLMs on Ambiguous QA with Citations—0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions—0
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs—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