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 3326–3350 of 10817 papers

TitleStatusHype
Knowledge Graphs are all you need: Leveraging KGs in Physics Question Answering—0
Steps are all you need: Rethinking STEM Education with Prompt Engineering—0
Findings of the Second BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora—0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering—0
SynFinTabs: A Dataset of Synthetic Financial Tables for Information and Table ExtractionCode0
Uniform Discretized Integrated Gradients: An effective attribution based method for explaining large language models—0
GRAF: Graph Retrieval Augmented by Facts for Romanian Legal Multi-Choice Question Answering—0
TANGO: Training-free Embodied AI Agents for Open-world Tasks—0
Addressing Hallucinations with RAG and NMISS in Italian Healthcare LLM Chatbots—0
Give me Some Hard Questions: Synthetic Data Generation for Clinical QACode0
T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts—0
Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding—0
RedStone: Curating General, Code, Math, and QA Data for Large Language Models—0
Survey of different Large Language Model Architectures: Trends, Benchmarks, and Challenges—0
Domain-specific Question Answering with Hybrid Search—0
CEGI: Measuring the trade-off between efficiency and carbon emissions for SLMs and VLMs—0
Semantic Tokens in Retrieval Augmented Generation—0
Enhancing Trust in Large Language Models with Uncertainty-Aware Fine-Tuning—0
An Evolutionary Large Language Model for Hallucination Mitigation—0
QA-TOOLBOX: Conversational Question-Answering for process task guidance in manufacturing—0
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset—0
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
Copy-Move Forgery Detection and Question Answering for Remote Sensing ImageCode0
MLD-EA: Check and Complete Narrative Coherence by Introducing Emotions and Actions—0
Show:102550
← PrevPage 134 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