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 6451–6500 of 10817 papers

TitleStatusHype
How Generative-AI can be Effectively used in Government Chatbots—0
A Survey on Legal Question Answering Systems—0
How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering?—0
Modelling Long-distance Node Relations for KBQA with Global Dynamic Graph—0
Modelling the Semantics of Adjectives in the Ontology-Lexicon Interface—0
Models in the Loop: Aiding Crowdworkers with Generative Annotation Assistants—0
Contextualized Query Embeddings for Conversational Search—0
Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models—0
Modern Question Answering Datasets and Benchmarks: A Survey—0
Modular Blended Attention Network for Video Question Answering—0
A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension—0
Modular Graph Attention Network for Complex Visual Relational Reasoning—0
Addressing Hallucinations with RAG and NMISS in Italian Healthcare LLM Chatbots—0
Contextualized Knowledge-aware Attentive Neural Network: Enhancing Answer Selection with Knowledge—0
How do QA models combine knowledge from LM and 100 passages?—0
How do Negation and Modality Impact on Opinions?—0
Contextualized Embeddings based Convolutional Neural Networks for Duplicate Question Identification—0
A Survey on Large Language Models with some Insights on their Capabilities and Limitations—0
Multimodal Intelligence: Representation Learning, Information Fusion, and Applications—0
How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations—0
MOKA: Open-World Robotic Manipulation through Mark-Based Visual Prompting—0
Bridging the Gap Between Information Seeking and Product Search Systems: Q&A Recommendation for E-commerce—0
Contextualized Attention-based Knowledge Transfer for Spoken Conversational Question Answering—0
Mondrian: Prompt Abstraction Attack Against Large Language Models for Cheaper API Pricing—0
Mongolian Named Entity Recognition System with Rich Features—0
Mongolian Questions Classification Based on Mulit-Head Attention—0
Emulating Human Cognitive Processes for Expert-Level Medical Question-Answering with Large Language Models—0
Contextual Evaluation of Large Language Models for Classifying Tropical and Infectious Diseases—0
A Survey on Knowledge-Oriented Retrieval-Augmented Generation—0
How Context Affects Language Models' Factual Predictions—0
Monolingual Social Media Datasets for Detecting Contradiction and Entailment—0
Enabling Multimodal Generation on CLIP via Vision-Language Knowledge Distillation—0
A Multi-Source Retrieval Question Answering Framework Based on RAG—0
How Can Objects Help Video-Language Understanding?—0
Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling—0
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?—0
Accounting for Focus Ambiguity in Visual Questions—0
MoReVQA: Exploring Modular Reasoning Models for Video Question Answering—0
Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing—0
Morpho-syntactic Lexical Generalization for CCG Semantic Parsing—0
Morpho-Syntactic Study of Errors from Speech Recognition System—0
A Survey on Graph Neural Networks for Knowledge Graph Completion—0
MoRS at SemEval-2017 Task 3: Easy to use SVM in Ranking Tasks—0
MORTY: Structured Summarization for Targeted Information Extraction from Scholarly Articles—0
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision—0
MOSMOS: Multi-organ segmentation facilitated by medical report supervision—0
Motion-Appearance Co-Memory Networks for Video Question Answering—0
HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions—0
Contextual Code Switching for Machine Translation using Language Models—0
A Multi-Resolution Word Embedding for Document Retrieval from Large Unstructured Knowledge Bases—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