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 6901–6950 of 10817 papers

TitleStatusHype
Neuro Symbolic Reasoning for Planning: Counterexample Guided Inductive Synthesis using Large Language Models and Satisfiability Solving—0
Neuro-Symbolic Spatio-Temporal Reasoning—0
Can Language Representation Models Think in Bets?—0
Neuro-Symbolic Visual Reasoning: Disentangling "Visual" from "Reasoning"—0
Neuro-Symbolic VQA: A review from the perspective of AGI desiderata—0
Neuro-Vision to Language: Enhancing Brain Recording-based Visual Reconstruction and Language Interaction—0
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks—0
HFST-SweNER --- A New NER Resource for Swedish—0
Context-augmented Retrieval: A Novel Framework for Fast Information Retrieval based Response Generation using Large Language Model—0
NEVLP: Noise-Robust Framework for Efficient Vision-Language Pre-training—0
On the Generation of Medical Question-Answer Pairs—0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning—0
Content Models for Survey Generation: A Factoid-Based Evaluation—0
News about the Romanian Wordnet—0
On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models—0
NEWSKVQA: Knowledge-Aware News Video Question Answering—0
Constructive Large Language Models Alignment with Diverse Feedback—0
HeRo: RoBERTa and Longformer Hebrew Language Models—0
A Multilingual Reading Comprehension System for more than 100 Languages—0
Construction of Knowledge Graphs: State and Challenges—0
On the General Value of Evidence, and Bilingual Scene-Text Visual Question Answering—0
NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning—0
On the Importance of Diversity in Question Generation for QA—0
On the Multilingual Capabilities of Very Large-Scale English Language Models—0
niksss at Qur’an QA 2022: A Heavily Optimized BERT Based Model for Answering Questions from the Holy Qu’ran—0
Relation Extraction from Community Generated Question-Answer Pairs—0
Heroes, Villains, and Victims, and GPT-3: Automated Extraction of Character Roles Without Training Data—0
HENRY-CORE: Domain Adaptation and Stacking for Text Similarity—0
NL2KB: Resolving Vocabulary Gap between Natural Language and Knowledge Base in Knowledge Base Construction and Retrieval—0
Evaluating Hallucination in Text-to-Image Diffusion Models with Scene-Graph based Question-Answering Agent—0
Construction of a Syntactic Analysis Map for Yi Shui School through Text Mining and Natural Language Processing Research—0
Constructing the CORD-19 Vaccine Dataset—0
A Survey of Large Language Models for Arabic Language and its Dialects—0
NLP-AKG: Few-Shot Construction of NLP Academic Knowledge Graph Based on LLM—0
On the Efficacy of Co-Attention Transformer Layers in Visual Question Answering—0
Helpful or Harmful? Exploring the Efficacy of Large Language Models for Online Grooming Prevention—0
Constructing Micro Knowledge Graphs from Technical Support Documents—0
NLProlog: Reasoning with Weak Unification for Natural Language Question Answering—0
A Survey of Large Language Model Agents for Question Answering—0
Healthy LLMs? Benchmarking LLM Knowledge of UK Government Public Health Information—0
HealthQ: Unveiling Questioning Capabilities of LLM Chains in Healthcare Conversations—0
NMT-Keras: a Very Flexible Toolkit with a Focus on Interactive NMT and Online Learning—0
Constructing Large Proposition Databases—0
A Multilingual Entity Linker Using PageRank and Semantic Graphs—0
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency—0
A Probabilistic Annotation Model for Crowdsourcing Coreference—0
On the Feasibility of Predicting Questions being Forgotten in Stack Overflow—0
HEAD-QA: A Healthcare Dataset for Complex Reasoning—0
Headline Generation: Learning from Decomposable Document Titles—0
HD-RAG: Retrieval-Augmented Generation for Hybrid Documents Containing Text and Hierarchical Tables—0
Show:102550
← PrevPage 139 of 217Next →
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