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 5751–5800 of 10817 papers

TitleStatusHype
Leveraging Synthetic Discourse Data via Multi-task Learning for Implicit Discourse Relation Recognition—0
Leveraging Term Banks for Answering Complex Questions: A Case for Sparse Vectors—0
Leveraging Textual Features for Best Answer Prediction in Community-based Question Answering—0
Leveraging the Domain Adaptation of Retrieval Augmented Generation Models for Question Answering and Reducing Hallucination—0
Make a Choice! Knowledge Base Question Answering with In-Context Learning—0
Leveraging Verb-Argument Structures to Infer Semantic Relations—0
Leveraging Video Descriptions to Learn Video Question Answering—0
Leveraging Visual Question Answering for Image-Caption Ranking—0
If You Want to Go Far Go Together: Unsupervised Joint Candidate Evidence Retrieval for Multi-hop Question Answering—0
If You Can't Beat Them Join Them: Handcrafted Features Complement Neural Nets for Non-Factoid Answer Reranking—0
Converting Phrase Structures to Dependency Structures in Sanskrit—0
Lexical-Morphological Modeling for Legal Text Analysis—0
ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science—0
Lexical Substitution Dataset for German—0
Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy Contexts—0
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions—0
If No Media Were Allowed inside the Venue, Was Anybody Allowed?—0
LexPam: Legal Procedure Awareness-Guided Mathematical Reasoning—0
LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing—0
Conversion of Legal Agreements into Smart Legal Contracts using NLP—0
LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding—0
Continuous QA Learning with Structured Prompts—0
IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis—0
idT5: Indonesian Version of Multilingual T5 Transformer—0
Conversational Text Extraction with Large Language Models Using Retrieval-Augmented Systems—0
Lifting the Curse of Multilinguality by Pre-training Modular Transformers—0
Light as Deception: GPT-driven Natural Relighting Against Vision-Language Pre-training Models—0
Lighter And Better: Towards Flexible Context Adaptation For Retrieval Augmented Generation—0
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization—0
Lightweight Convolutional Approaches to Reading Comprehension on SQuAD—0
Lightweight In-Context Tuning for Multimodal Unified Models—0
Does Similarity Matter? The Case of Answer Extraction from Technical Discussion Forums—0
A Three-Step Transition-Based System for Non-Projective Dependency Parsing—0
Machine Reading Comprehension: Generative or Extractive Reader?—0
Conversational Question Answering with Reformulations over Knowledge Graph—0
Does the Generator Mind its Contexts? An Analysis of Generative Model Faithfulness under Context Transfer—0
L’importance des entités pour la tâche de détection d’événements en tant que système de question-réponse (Exploring Entities in Event Detection as Question Answering)—0
LIMSIILES: Basic English Substitution for Student Answer Assessment at SemEval 2013—0
Idest: Learning a Distributed Representation for Event Patterns—0
Lingke: A Fine-grained Multi-turn Chatbot for Customer Service—0
Machine Comprehension with Syntax, Frames, and Semantics—0
Identifying Various Kinds of Event Mentions in K-Parser Output—0
A Thousand Words Are Worth More Than a Picture: Natural Language-Centric Outside-Knowledge Visual Question Answering—0
LinguaMark: Do Multimodal Models Speak Fairly? A Benchmark-Based Evaluation—0
Linguistically-Based Deep Unstructured Question Answering—0
Linguistically Driven Graph Capsule Network for Visual Question Reasoning—0
Linguistically-Informed Neural Architectures for Lexical, Syntactic and Semantic Tasks in Sanskrit—0
Linguistically Motivated Question Classification—0
Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases—0
Identifying the Provision of Choices in Privacy Policy Text—0
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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