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 3776–3800 of 10817 papers

TitleStatusHype
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