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 10451–10500 of 10817 papers

TitleStatusHype
The combination of context information to enhance simple question answering—0
The Consensus Game: Language Model Generation via Equilibrium Search—0
The Context-Dependent Additive Recurrent Neural Net—0
The CUHK Discourse TreeBank for Chinese: Annotating Explicit Discourse Connectives for the Chinese TreeBank—0
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation—0
The Dangers of trusting Stochastic Parrots: Faithfulness and Trust in Open-domain Conversational Question Answering—0
The DBOX Corpus Collection of Spoken Human-Human and Human-Machine Dialogues—0
The Death of Feature Engineering? BERT with Linguistic Features on SQuAD 2.0—0
The Development of Multimodal Lexical Resources—0
The Dual-use Dilemma in LLMs: Do Empowering Ethical Capacities Make a Degraded Utility?—0
The Effectiveness of Intermediate-Task Training for Code-Switched Natural Language Understanding—0
The Effect of Natural Distribution Shift on Question Answering Models—0
The Effect of Negative Sampling Strategy on Capturing Semantic Similarity in Document Embeddings—0
The Empirical Impact of Data Sanitization on Language Models—0
The Essence of Contextual Understanding in Theory of Mind: A Study on Question Answering with Story Characters—0
The Event StoryLine Corpus: A New Benchmark for Causal and Temporal Relation Extraction—0
The Fire Thief Is Also the Keeper: Balancing Usability and Privacy in Prompts—0
The First Multilingual Surface Realisation Shared Task (SR’18): Overview and Evaluation Results—0
The FLaReNet Strategic Language Resource Agenda—0
The Forgettable-Watcher Model for Video Question Answering—0
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics—0
The Generative AI Paradox on Evaluation: What It Can Solve, It May Not Evaluate—0
The geometry of BERT—0
The Geometry of Queries: Query-Based Innovations in Retrieval-Augmented Generation—0
The Global Banking Standards QA Dataset (GBS-QA)—0
The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models—0
The Hallucinations Leaderboard -- An Open Effort to Measure Hallucinations in Large Language Models—0
The Hallucination Tax of Reinforcement Finetuning—0
The Hidden Structure -- Improving Legal Document Understanding Through Explicit Text Formatting—0
The Impact of Explanations on AI Competency Prediction in VQA—0
The Impact of Large Language Models on Task Automation in Manufacturing Services—0
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design—0
The JDDC Corpus: A Large-Scale Multi-Turn Chinese Dialogue Dataset for E-commerce Customer Service—0
The KBGen Challenge—0
The Language Application Grid—0
THELMA: Task Based Holistic Evaluation of Large Language Model Applications-RAG Question Answering—0
The Margarita Dialogue Corpus: A Data Set for Time-Offset Interactions and Unstructured Dialogue Systems—0
The meaning of "most" for visual question answering models—0
The Meaning of ``Most'' for Visual Question Answering Models—0
The Meta-knowledge of Causality in Biomedical Scientific Discourse—0
The Multilingual Paraphrase Database—0
The Multi-Modal Video Reasoning and Analyzing Competition—0
The Myopia of Crowds: A Study of Collective Evaluation on Stack Exchange—0
The Open Framework for Developing Knowledge Base And Question Answering System—0
The Physics of Text: Ontological Realism in Information Extraction—0
The price of debiasing automatic metrics in natural language evalaution—0
The Quest for Visual Understanding: A Journey Through the Evolution of Visual Question Answering—0
The RatioLog Project: Rational Extensions of Logical Reasoning—0
The representation and extraction of qunatitative information—0
The Rich Event Ontology—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