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 10601–10650 of 10817 papers

TitleStatusHype
Towards Creation of a Corpus for Argumentation Mining the Biomedical Genetics Research Literature—0
Towards Data Distillation for End-to-end Spoken Conversational Question Answering—0
Data Poisoning Attack against Knowledge Graph Embedding—0
Toward Deconfounding the Influence of Entity Demographics for Question Answering Accuracy—0
Towards Deep Learning in Hindi NER: An approach to tackle the Labelled Data Sparsity—0
Towards Developing a Multilingual and Code-Mixed Visual Question Answering System by Knowledge Distillation—0
Towards Developmentally Plausible Rewards: Communicative Success as a Learning Signal for Interactive Language Models—0
Towards Differential Relational Privacy and its use in Question Answering—0
Towards Domain Adaptation from Limited Data for Question Answering Using Deep Neural Networks—0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking—0
Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniques—0
Towards Escaping from Language Bias and OCR Error: Semantics-Centered Text Visual Question Answering—0
Towards Faithful Response Generation for Chinese Table Question Answering—0
Towards Few-Shot Fact-Checking via Perplexity—0
Towards Fine-Grained Video Question Answering—0
Towards Generalist Biomedical AI—0
Towards Generalizable Methods for Automating Risk Score Calculation—0
Towards Generalizable Neuro-Symbolic Systems for Commonsense Question Answering—0
AudioChatLlama: Towards General-Purpose Speech Abilities for LLMs—0
Towards General Purpose Vision Systems: An End-to-End Task-Agnostic Vision-Language Architecture—0
Towards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database—0
Towards Graph Prompt Learning: A Survey and Beyond—0
Towards Grounded Visual Spatial Reasoning in Multi-Modal Vision Language Models—0
Towards Harnessing Memory Networks for Coreference Resolution—0
Towards Human-Level Understanding of Complex Process Engineering Schematics: A Pedagogical, Introspective Multi-Agent Framework for Open-Domain Question Answering—0
Towards Identifying Hindi/Urdu Noun Templates in Support of a Large-Scale LFG Grammar—0
Towards Investigating Biases in Spoken Conversational Search—0
Towards Knowledge Graphs Validation through Weighted Knowledge Sources—0
Towards leveraging latent knowledge and Dialogue context for real-world conversational question answering—0
Towards leveraging LLMs for Conditional QA—0
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning—0
Towards Mitigating Hallucination in Large Language Models via Self-Reflection—0
Towards Model Driven Architectures for Human Language Technologies—0
Towards Models that Can See and Read—0
Towards Monetary Incentives in Social Q&A Services—0
Towards Multilingual LLM Evaluation for Baltic and Nordic languages: A study on Lithuanian History—0
Towards Natural Language Question Answering over Earth Observation Linked Data using Attention-based Neural Machine Translation—0
Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method—0
Towards Ontologically Grounded and Language-Agnostic Knowledge Graphs—0
Towards Optimisation of Collaborative Question Answering over Knowledge Graphs—0
Towards Optimizing the Costs of LLM Usage—0
Towards Personalized Explanation of Robot Path Planning via User Feedback—0
Pregnant Questions: The Importance of Pragmatic Awareness in Maternal Health Question Answering—0
Towards Probabilistic Question Answering Over Tabular Data—0
Towards Query Logs for Privacy Studies: On Deriving Search Queries from Questions—0
Towards Question Format Independent Numerical Reasoning: A Set of Prerequisite Tasks—0
Towards Reasoning-Aware Explainable VQA—0
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models—0
Towards Retrieval Augmented Generation over Large Video Libraries—0
Towards Robust Evaluation: A Comprehensive Taxonomy of Datasets and Metrics for Open Domain Question Answering in the Era of Large Language Models—0
Show:102550
← PrevPage 213 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