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 3601–3650 of 10817 papers

TitleStatusHype
LLM-aided explanations of EDA synthesis errors—0
Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering—0
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic—0
From Data to Commonsense Reasoning: The Use of Large Language Models for Explainable AI—0
Explanation as Question Answering based on Design Knowledge—0
Explanation as Question Answering based on a Task Model of the Agent's Design—0
DoT: An efficient Double Transformer for NLP tasks with tables—0
ExplanationLP: Abductive Reasoning for Explainable Science Question Answering—0
Architecture for a Trustworthy Quantum Chatbot—0
Explanations for CommonsenseQA: New Dataset and Models—0
Do Smaller Language Models Answer Contextualised Questions Through Memorisation Or Generalisation?—0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
Annotation and Analysis of Discourse Relations, Temporal Relations and Multi-Layered Situational Relations in Japanese Texts—0
Explicit Bias Discovery in Visual Question Answering Models—0
Explicit Diversity Conditions for Effective Question Answer Generation with Large Language Models—0
CBR-iKB: A Case-Based Reasoning Approach for Question Answering over Incomplete Knowledge Bases—0
Do Sentence Transformers Learn Quasi-Geospatial Concepts from General Text?—0
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures—0
Explicit Reasoning over End-to-End Neural Architectures for Visual Question Answering—0
A Concept-Centric Approach to Multi-Modality Learning—0
Exploiting Attention to Reveal Shortcomings in Memory Models—0
Exploiting Bilingual Translation for Question Retrieval in Community-Based Question Answering—0
DoReMi: Grounding Language Model by Detecting and Recovering from Plan-Execution Misalignment—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Exploiting Language Models as a Source of Knowledge for Cognitive Agents—0
Exploiting Language Models for Visual Recognition—0
Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs—0
Exploiting Morphological Regularities in Distributional Word Representations—0
Exploiting Multiple Sources for Open-Domain Hypernym Discovery—0
Exploiting Numerical-Contextual Knowledge to Improve Numerical Reasoning in Question Answering—0
Exploiting Parallel News Streams for Unsupervised Event Extraction—0
Exploiting Portuguese Lexical Knowledge Bases for Answering Open Domain Cloze Questions Automatically—0
A Framework for Rationale Extraction for Deep QA models—0
Exploiting Qualitative Information from Automatic Word Alignment for Cross-lingual NLP Tasks—0
Exploiting Rich Syntax for Better Knowledge Base Question Answering—0
Exploiting Sentence Embedding for Medical Question Answering—0
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness—0
Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning—0
Exploiting Structure in Representation of Named Entities using Active Learning—0
Exploiting the Human Computational Effort Dedicated to Message Reply Formatting for Training Discursive Email Segmenters—0
Exploiting Timegraphs in Temporal Relation Classification—0
Exploiting User Search Sessions for the Semantic Categorization of Question-like Informational Search Queries—0
DoQA - Accessing Domain-Specific FAQs via Conversational QA—0
Explore before Moving: A Feasible Path Estimation and Memory Recalling Framework for Embodied Navigation—0
Explore Person Specific Evidence in Web Person Name Disambiguation—0
Explore the Hallucination on Low-level Perception for MLLMs—0
DoQA -- Accessing Domain-Specific FAQs via Conversational QA—0
Annotating Zero Anaphora for Question Answering—0
Explore until Confident: Efficient Exploration for Embodied Question Answering—0
From Beginner to Expert: Modeling Medical Knowledge into General LLMs—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