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 3751–3800 of 10817 papers

TitleStatusHype
Generating multiple-choice questions for medical question answering with distractors and cue-masking—0
FA3L at SemEval-2017 Task 3: A ThRee Embeddings Recurrent Neural Network for Question Answering—0
FaBERT: Pre-training BERT on Persian Blogs—0
FabGPT: An Efficient Large Multimodal Model for Complex Wafer Defect Knowledge Queries—0
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source—0
Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs—0
Annotating Question Decomposition on Complex Medical Questions—0
Fabula Entropy Indexing: Objective Measures of Story Coherence—0
Generating Followup Questions for Interpretable Multi-hop Question Answering—0
Do Multi-Hop Question Answering Systems Know How to Answer the Single-Hop Sub-Questions?—0
Annotating Opinions in German Political News—0
Face-to-Face Contrastive Learning for Social Intelligence Question-Answering—0
Chart Question Answering: State of the Art and Future Directions—0
FACTIFY3M: A Benchmark for Multimodal Fact Verification with Explainability through 5W Question-Answering—0
FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answering—0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling—0
DOMLIN at SemEval-2019 Task 8: Automated Fact Checking exploiting Ratings in Community Question Answering Forums—0
FactTest: Factuality Testing in Large Language Models with Finite-Sample and Distribution-Free Guarantees—0
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs—0
Beyond Human Vision: The Role of Large Vision Language Models in Microscope Image Analysis—0
Domain-Transferable Method for Named Entity Recognition Task—0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions—0
Fair comparison of knowledge graphs for question answering—0
Beyond Forecasting: Compositional Time Series Reasoning for End-to-End Task Execution—0
A Compression-Compilation Framework for On-mobile Real-time BERT Applications—0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization—0
HIT&QMUL at SemEval-2022 Task 9: Label-Enclosed Generative Question Answering (LEG-QA)—0
Generating Justifications in a Spatial Question-Answering Dialogue System for a Blocks World—0
Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning—0
Domain-Targeted, High Precision Knowledge Extraction—0
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization—0
Domain-specific Question Answering with Hybrid Search—0
Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs—0
chatClimate: Grounding Conversational AI in Climate Science—0
Annotating Modal Expressions in the Chinese Treebank—0
A Focused Dynamic Attention Model for Visual Question Answering—0
Domain-Sensitive Temporal Tagging By Jannik Str\"otgen, Michael Gertz—0
Domain-robust VQA with diverse datasets and methods but no target labels—0
Fantastic Questions and Where to Find Them: FairytaleQA – An Authentic Dataset for Narrative Comprehension—0
FANToM: A Benchmark for Stress-testing Machine Theory of Mind in Interactions—0
FAQ-based Question Answering via Knowledge Anchors—0
FAQ-based Question Answering via Word Alignment—0
FAQ-Gen: An automated system to generate domain-specific FAQs to aid content comprehension—0
FAQ Search using Transformers—0
ChatSOS: Vector Database Augmented Generative Question Answering Assistant in Safety Engineering—0
Domain-Relevant Embeddings for Medical Question Similarity—0
FASIONAD++ : Integrating High-Level Instruction and Information Bottleneck in FAt-Slow fusION Systems for Enhanced Safety in Autonomous Driving with Adaptive Feedback—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
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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