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 9301–9350 of 10817 papers

TitleStatusHype
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition—0
Inducing Example-based Semantic Frames from a Massive Amount of Verb Uses—0
Inducing Latent Semantic Relations for Structured Distributional Semantics—0
Inducing Neural Models of Script Knowledge—0
Inducing Script Structure from Crowdsourced Event Descriptions via Semi-Supervised Clustering—0
In Factuality: Efficient Integration of Relevant Facts for Visual Question Answering—0
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs—0
Inference to the Best Explanation in Large Language Models—0
Inferring Binary Relation Schemas for Open Information Extraction—0
InfographicVQA—0
Information Discovery in e-Commerce—0
Information Extraction From Co-Occurring Similar Entities—0
Information Extraction from Documents: Question Answering vs Token Classification in real-world setups—0
Information Extraction over Structured Data: Question Answering with Freebase—0
Information Gathering in Networks via Active Exploration—0
Information Navigation System Based on POMDP that Tracks User Focus—0
Informing clinical assessment by contextualizing post-hoc explanations of risk prediction models in type-2 diabetes—0
Initial Steps for Building a Lexicon of Adjectives with Scalemates—0
InkubaLM: A small language model for low-resource African languages—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
InnerThoughts: Disentangling Representations and Predictions in Large Language Models—0
Innovative Bert-based Reranking Language Models for Speech Recognition—0
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning—0
Insect-Foundation: A Foundation Model and Large Multimodal Dataset for Vision-Language Insect Understanding—0
InsertGNN: Can Graph Neural Networks Outperform Humans in TOEFL Sentence Insertion Problem?—0
Inside ASCENT: Exploring a Deep Commonsense Knowledge Base and its Usage in Question Answering—0
Insights into Classifying and Mitigating LLMs' Hallucinations—0
In Situ Answer Sentence Selection at Web-scale—0
Instance-Level Trojan Attacks on Visual Question Answering via Adversarial Learning in Neuron Activation Space—0
Instant Answering in E-Commerce Buyer-Seller Messaging using Message-to-Question Reformulation—0
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching—0
Instruction-Guided Scene Text Recognition—0
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs—0
Instruction Tuning and CoT Prompting for Contextual Medical QA with LLMs—0
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining—0
Insurance Question Answering via Single-turn Dialogue Modeling—0
Integer Linear Programming formulations in Natural Language Processing—0
Integrating Cognitive AI with Generative Models for Enhanced Question Answering in Skill-based Learning—0
Integrating Deep Linguistic Features in Factuality Prediction over Unified Datasets—0
Integrating Frequency-Domain Representations with Low-Rank Adaptation in Vision-Language Models—0
Integrating Hierarchical Semantic into Iterative Generation Model for Entailment Tree Explanation—0
Integrating Knowledge and Reasoning in Image Understanding—0
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering—0
Integrating Location, Visibility, and Question-Answering in a Spoken Dialogue System for Pedestrian City Exploration—0
Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation—0
Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent—0
Integrating Question Classification and Deep Learning for improved Answer Selection—0
Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach—0
Integrating SPARQL and LLMs for Question Answering over Scholarly Data Sources—0
Integrating Subgraph-aware Relation and DirectionReasoning for Question Answering—0
Show:102550
← PrevPage 187 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