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 6876–6900 of 10817 papers

TitleStatusHype
Context-augmented Retrieval: A Novel Framework for Fast Information Retrieval based Response Generation using Large Language Model—0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning—0
Neural Relation Extraction with Multi-lingual Attention—0
Neural Relation Prediction for Simple Question Answering over Knowledge Graph—0
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation—0
Neural Retriever and Go Beyond: A Thesis Proposal—0
Neural Self Talk: Image Understanding via Continuous Questioning and Answering—0
Content Models for Survey Generation: A Factoid-Based Evaluation—0
Neural Semantic Parsing—0
ETS: Discriminative Edit Models for Paraphrase Scoring—0
Recurrent One-Hop Predictions for Reasoning over Knowledge Graphs—0
Constructive Large Language Models Alignment with Diverse Feedback—0
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering—0
Neural Symbolic Reader: Scalable Integration of Distributed and Symbolic Representations for Reading Comprehension—0
Neural, Symbolic and Neural-Symbolic Reasoning on Knowledge Graphs—0
HeRo: RoBERTa and Longformer Hebrew Language Models—0
Neural-Symbolic VideoQA: Learning Compositional Spatio-Temporal Reasoning for Real-world Video Question Answering—0
Neural Transition Based Parsing of Web Queries: An Entity Based Approach—0
A Multilingual Reading Comprehension System for more than 100 Languages—0
Construction of Knowledge Graphs: State and Challenges—0
NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned—0
NeurIPS 2023 Competition: Privacy Preserving Federated Learning Document VQA—0
Evaluating and Modeling Attribution for Cross-Lingual Question Answering—0
OneEncoder: A Lightweight Framework for Progressive Alignment of Modalities—0
One Model for All: Large Language Models are Domain-Agnostic Recommendation Systems—0
Show:102550
← PrevPage 276 of 433Next →
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