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 7051–7100 of 10817 papers

TitleStatusHype
One vs. Many QA Matching with both Word-level and Sentence-level Attention Network—0
On Generality and Knowledge Transferability in Cross-Domain Duplicate Question Detection for Heterogeneous Community Question Answering—0
On Generating Characteristic-rich Question Sets for QA Evaluation—0
On Incorporating Semantic Prior Knowlegde in Deep Learning Through Embedding-Space Constraints—0
On Incorporating Semantic Prior Knowledge in Deep Learning Through Embedding-Space Constraints—0
On Knowledge distillation from complex networks for response prediction—0
Online Continual Knowledge Learning for Language Models—0
Knowledge Base Inference using Bridging Entities—0
On Making Reading Comprehension More Comprehensive—0
On Measuring Social Biases in Prompt-Based Learning—0
Deep Feature Fusion Network for Answer Quality Prediction in Community Question Answering—0
On Mechanistic Circuits for Extractive Question-Answering—0
Knowledge Base Index Compression via Dimensionality and Precision Reduction—0
Knowledge-Based Visual Question Answering in Videos—0
Knowledge-Based Question Answering as Machine Translation—0
Deep Exemplar Networks for VQA and VQG—0
AVA: an Automatic eValuation Approach to Question Answering Systems—0
AVA: an Automatic eValuation Approach for Question Answering Systems—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
On Significance of Subword tokenization for Low Resource and Efficient Named Entity Recognition: A case study in Marathi—0
Advancing Question Answering on Handwritten Documents: A State-of-the-Art Recognition-Based Model for HW-SQuAD—0
2nd Place Solution to the GQA Challenge 2019—0
Knowledge Based Machine Reading Comprehension—0
Knowledge-Based Counterfactual Queries for Visual Question Answering—0
Knowledge-based Conversational Search—0
On the effectiveness of small, discriminatively pre-trained language representation models for biomedical text mining—0
On the Effects of Video Grounding on Language Models—0
Knowledge Base Completion using Web-Based Question Answering and Multimodal Fusion—0
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
Knowledge-Aware Language Model Pretraining—0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions—0
On-the-fly Text Retrieval for End-to-End ASR Adaptation—0
On the General Value of Evidence, and Bilingual Scene-Text Visual Question Answering—0
Knowledge-Aware Iterative Retrieval for Multi-Agent Systems—0
On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models—0
Knowledge-Aware Diverse Reranking for Cross-Source Question Answering—0
Deep Contextualized Biomedical Abbreviation Expansion—0
AutoRev: Automatic Peer Review System for Academic Research Papers—0
Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings—0
Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering—0
On the Importance of Diversity in Question Generation for QA—0
On the importance of pre-training data volume for compact language models—0
Knowledge as A Bridge: Improving Cross-domain Answer Selection with External Knowledge—0
On the Intrinsic Self-Correction Capability of LLMs: Uncertainty and Latent Concept—0
On the Limitations of Vision-Language Models in Understanding Image Transforms—0
Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs—0
Knowledge AI: Fine-tuning NLP Models for Facilitating Scientific Knowledge Extraction and Understanding—0
Knowledge-Aided Open-Domain Question Answering—0
Knowledge Acquisition for Visual Question Answering via Iterative Querying—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