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 4401–4450 of 10817 papers

TitleStatusHype
1-800-SHARED-TASKS at RegNLP: Lexical Reranking of Semantic Retrieval (LeSeR) for Regulatory Question Answering—0
Improving Skin Condition Classification with a Visual Symptom Checker Trained using Reinforcement Learning—0
Designing Templates for Eliciting Commonsense Knowledge from Pretrained Sequence-to-Sequence Models—0
BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs—0
Designing dialogue systems: A mean, grumpy, sarcastic chatbot in the browser—0
Designing a Robust Radiology Report Generation System—0
Backward and Forward Language Modeling for Constrained Sentence Generation—0
A Neural Approach to KGQA via SPARQL Silhouette Generation—0
Designing a Communication Bridge between Communities: Participatory Design for a Question-Answering AI Agent—0
Back to Basics for Monolingual Alignment: Exploiting Word Similarity and Contextual Evidence—0
Design and Development of Rule-based open-domain Question-Answering System on SQuAD v2.0 Dataset—0
Backpropagation-Free Multi-modal On-Device Model Adaptation via Cloud-Device Collaboration—0
Adversarial and Safely Scaled Question Generation—0
Improving Skin Condition Classification with a Question Answering Model—0
Improving Span-based Question Answering Systems with Coarsely Labeled Data—0
Improving Twitter Named Entity Recognition using Word Representations—0
IM-RAG: Multi-Round Retrieval-Augmented Generation Through Learning Inner Monologues—0
Incremental Knowledge Based Question Answering—0
Desiderata for the Context Use of Question Answering Systems—0
Description Logics based Formalization of Wh-Queries—0
An Entity-Based approach to Answering Recurrent and Non-Recurrent Questions with Past Answers—0
Description Based Text Classification with Reinforcement Learning—0
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs—0
An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism—0
Backdooring Vision-Language Models with Out-Of-Distribution Data—0
Improving Question Classification by Feature Extraction and Selection—0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description—0
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents—0
Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs—0
Dependent Gated Reading for Cloze-Style Question Answering—0
Dependency Parsing: Past, Present, and Future—0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach—0
Dependency Extraction for Knowledge-based Domain Classification—0
An Ensemble Approach to Question Classification: Integrating Electra Transformer, GloVe, and LSTM—0
A Compare-Aggregate Model with Latent Clustering for Answer Selection—0
Dependency-Based Open Information Extraction—0
A Zero-Shot Claim Detection Framework Using Question Answering—0
An English-Portuguese parallel corpus of questions: translation guidelines and application in SMT—0
PolQA: Polish Question Answering Dataset—0
Improving Question Answering with Generation of NQ-like Questions—0
A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks—0
Dense but Efficient VideoQA for Intricate Compositional Reasoning—0
Axiomatic Preference Modeling for Longform Question Answering—0
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge—0
A Comparative Study of Transformer-Based Language Models on Extractive Question Answering—0
AWS CORD-19 Search: A Neural Search Engine for COVID-19 Literature—0
Improving Query Graph Generation for Complex Question Answering over Knowledge Base—0
An End-to-End Framework for Cold Question Routing in Community Question Answering Services—0
Denoise while Aggregating: Collaborative Learning in Open-Domain Question Answering—0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation—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