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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3551–3600 of 10817 papers

TitleStatusHype
A Concrete Chinese NLP Pipeline—0
EvidenceMap: Learning Evidence Analysis to Unleash the Power of Small Language Models for Biomedical Question Answering—0
Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform—0
Do We Need to Differentiate Negative Candidates Before Training a Neural Ranker?—0
An Online Question Answering System based on Sub-graph Searching—0
E-ViLM: Efficient Video-Language Model via Masked Video Modeling with Semantic Vector-Quantized Tokenizer—0
EviNets: Neural Networks for Combining Evidence Signals for Factoid Question Answering—0
EvolveSearch: An Iterative Self-Evolving Search Agent—0
Entity Retrieval for Answering Entity-Centric Questions—0
FoRAG: Factuality-optimized Retrieval Augmented Generation for Web-enhanced Long-form Question Answering—0
EVQAScore: Efficient Video Question Answering Data Evaluation—0
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems—0
Forewords—0
Examining the Commitments and Difficulties Inherent in Multimodal Foundation Models for Street View Imagery—0
On the Need of Cross Validation for Discourse Relation Classification—0
Do Vision-Language Transformers Exhibit Visual Commonsense? An Empirical Study of VCR—0
Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness—0
A Java Framework for Multilingual Definition and Hypernym Extraction—0
Excitatory or Inhibitory: A New Semantic Orientation Extracts Contradiction and Causality from the Web—0
Double Topic Shifts in Open Domain Conversations: Natural Language Interface for a Wikipedia-based Robot Application—0
Beyond Sentential Semantic Parsing: Tackling the Math SAT with a Cascade of Tree Transducers—0
CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs—0
Expanding Frozen Vision-Language Models without Retraining: Towards Improved Robot Perception—0
Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models—0
Annotation Scheme for Constructing Sentiment Corpus in Korean—0
Double Retrieval and Ranking for Accurate Question Answering—0
Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding—0
Categorizing Concepts With Basic Level for Vision-to-Language—0
Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules?—0
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition—0
Experiments with Easy-first nonprojective constituent parsing—0
Expert Finding in Community Question Answering: A Review—0
Annotation Methodologies for Vision and Language Dataset Creation—0
Do Transformer Networks Improve the Discovery of Rules from Text?—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
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
Explainable Artificial Intelligence Recommendation System by Leveraging the Semantics of Adverse Childhood Experiences: Proof-of-Concept Prototype Development—0
Font-Agent: Enhancing Font Understanding with Large Language Models—0
Explainable Assessment of Healthcare Articles with QA—0
DoT: An efficient Double Transformer for NLP tasks with tables—0
Do Smaller Language Models Answer Contextualised Questions Through Memorisation Or Generalisation?—0
Explainable Fact-checking through Question Answering—0
A RAG-based Question Answering System Proposal for Understanding Islam: MufassirQAS LLM—0
Annotation and Analysis of Discourse Relations, Temporal Relations and Multi-Layered Situational Relations in Japanese Texts—0
Case-Based Abductive Natural Language Inference—0
Do Sentence Transformers Learn Quasi-Geospatial Concepts from General Text?—0
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures—0
A Concept-Centric Approach to Multi-Modality Learning—0
DoReMi: Grounding Language Model by Detecting and Recovering from Plan-Execution Misalignment—0
Show:102550
← PrevPage 72 of 217Next →
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