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 6601–6650 of 10817 papers

TitleStatusHype
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering—0
Detect, Describe, Discriminate: Moving Beyond VQA for MLLM Evaluation—0
Language Model Pre-training for Hierarchical Document Representations—0
Detect2Interact: Localizing Object Key Field in Visual Question Answering (VQA) with LLMs—0
Language Model is All You Need: Natural Language Understanding as Question Answering—0
Multi-Row, Multi-Span Distant Supervision For Table+Text Question—0
Language Model-Guided Knowledge Subgraphs for Question Answering—0
Multi-Level Alignments As An Extensible Representation Basis for Textual Entailment Algorithms—0
Multi-Level Attention Networks for Visual Question Answering—0
Multi-Level Explanations for Generative Language Models—0
Multi-level Gated Recurrent Neural Network for Dialog Act Classification—0
Despite "super-human" performance, current LLMs are unsuited for decisions about ethics and safety—0
Multilingual Aliasing for Auto-Generating Proposition Banks—0
Multilingual Answer Sentence Reranking via Automatically Translated Data—0
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images—0
Multilingual European Language Models: Benchmarking Approaches and Challenges—0
Multilingual Image Corpus – Towards a Multimodal and Multilingual Dataset—0
Multilingual Medical Question Answering and Information Retrieval for Rural Health Intelligence Access—0
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings—0
Language Is Not All You Need: Aligning Perception with Language Models—0
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks—0
Multilingual Question Answering from Formatted Text applied to Conversational Agents—0
A Neural Comprehensive Ranker (NCR) for Open-Domain Question Answering—0
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task—0
Adversarial Attacks Beyond the Image Space—0
Multilingual Supervision of Semantic Annotation—0
Language Independent Sentence-Level Subjectivity Analysis with Feature Selection—0
Multilingual Transfer Learning for QA Using Translation as Data Augmentation—0
Multilingual Universal Sentence Encoder for Semantic Retrieval—0
Multilingual WSD-like Constraints for Paraphrase Extraction—0
Designing Templates for Eliciting Commonsense Knowledge from Pretrained Sequence-to-Sequence Models—0
MultiMed: Massively Multimodal and Multitask Medical Understanding—0
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks—0
Language-Image Models with 3D Understanding—0
Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models—0
BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs—0
Language Features Matter: Effective Language Representations for Vision-Language Tasks—0
Multimodal Commonsense Knowledge Distillation for Visual Question Answering—0
Multimodal Compact Bilinear Pooling for Multimodal Neural Machine Translation—0
Multimodal Continuous Visual Attention Mechanisms—0
Multimodal Datasets and Benchmarks for Reasoning about Dynamic Spatio-Temporality in Everyday Environments—0
Multimodal DBN for Predicting High-Quality Answers in cQA portals—0
Designing dialogue systems: A mean, grumpy, sarcastic chatbot in the browser—0
Multimodal Dialogue State Tracking By QA Approach with Data Augmentation—0
Language bias in Visual Question Answering: A Survey and Taxonomy—0
Multimodal Dual Attention Memory for Video Story Question Answering—0
Language-aware Visual Semantic Distillation for Video Question Answering—0
Designing a Robust Radiology Report Generation System—0
Backward and Forward Language Modeling for Constrained Sentence Generation—0
Langforia: Language Pipelines for Annotating Large Collections of Documents—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