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 5501–5550 of 10817 papers

TitleStatusHype
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs—0
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking—0
Bridging the Language Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs—0
HaVQA: A Dataset for Visual Question Answering and Multimodal Research in Hausa LanguageCode0
Answering Unanswered Questions through Semantic Reformulations in Spoken QA—0
Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language ModelsCode0
Modularized Zero-shot VQA with Pre-trained ModelsCode0
Mindstorms in Natural Language-Based Societies of Mind—0
RFiD: Towards Rational Fusion-in-Decoder for Open-Domain Question AnsweringCode0
An Empirical Comparison of LM-based Question and Answer Generation Methods—0
Zero-shot Visual Question Answering with Language Model FeedbackCode0
Submodular Minimax Optimization: Finding Effective Sets—0
UFO: Unified Fact Obtaining for Commonsense Question AnsweringCode0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
The Dangers of trusting Stochastic Parrots: Faithfulness and Trust in Open-domain Conversational Question Answering—0
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLMCode0
Extracting Psychological Indicators Using Question Answering—0
Chain-of-Questions Training with Latent Answers for Robust Multistep Question Answering—0
EXnet: Efficient In-context Learning for Data-less Text classification—0
CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question AnsweringCode0
Measuring Faithful and Plausible Visual Grounding in VQACode0
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy—0
Reasoning over Hierarchical Question Decomposition Tree for Explainable Question Answering—0
Using Natural Language Explanations to Rescale Human JudgmentsCode0
EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought—0
Cross-lingual QA: A Key to Unlocking In-context Cross-lingual Performance—0
A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documents—0
Dolphin: A Challenging and Diverse Benchmark for Arabic NLG—0
Learning Answer Generation using Supervision from Automatic Question Answering Evaluators—0
Allies: Prompting Large Language Model with Beam Search—0
Peek Across: Improving Multi-Document Modeling via Cross-Document Question-AnsweringCode0
Mitigating Temporal Misalignment by Discarding Outdated FactsCode0
Unlocking Temporal Question Answering for Large Language Models with Tailor-Made Reasoning LogicCode0
Is Summary Useful or Not? An Extrinsic Human Evaluation of Text Summaries on Downstream Tasks—0
Revisiting Sentence Union Generation as a Testbed for Text ConsolidationCode0
SAIL: Search-Augmented Instruction Learning—0
Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering—0
InteractiveIE: Towards Assessing the Strength of Human-AI Collaboration in Improving the Performance of Information Extraction—0
The Role of Output Vocabulary in T2T LMs for SPARQL Semantic ParsingCode0
Getting MoRE out of Mixture of Language Model Reasoning Experts—0
Selectively Answering Ambiguous Questions—0
Context-Aware Transformer Pre-Training for Answer Sentence Selection—0
TACR: A Table-alignment-based Cell-selection and Reasoning Model for Hybrid Question-Answering—0
GRILL: Grounded Vision-language Pre-training via Aligning Text and Image Regions—0
Comparing Humans and Models on a Similar Scale: Towards Cognitive Gender Bias Evaluation in Coreference ResolutionCode0
ToMChallenges: A Principle-Guided Dataset and Diverse Evaluation Tasks for Exploring Theory of MindCode0
Few-shot Unified Question Answering: Tuning Models or Prompts?—0
Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited QuestionsCode0
Evaluating and Modeling Attribution for Cross-Lingual Question Answering—0
Few-Shot Data Synthesis for Open Domain Multi-Hop 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