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 3076–3100 of 10817 papers

TitleStatusHype
NextLevelBERT: Masked Language Modeling with Higher-Level Representations for Long DocumentsCode1
Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models—0
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question AnsweringCode1
Unsupervised multiple choices question answering via universal corpus—0
TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful SpaceCode2
MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical ReasoningCode0
VCD: Knowledge Base Guided Visual Commonsense Discovery in Images—0
Evaluating Very Long-Term Conversational Memory of LLM AgentsCode1
Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning—0
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models—0
PAQA: Toward ProActive Open-Retrieval Question Answering—0
RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question AnsweringCode2
Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts—0
GigaPevt: Multimodal Medical Assistant—0
Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic SupervisionCode0
Chain-of-Discussion: A Multi-Model Framework for Complex Evidence-Based Question AnsweringCode4
PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering—0
MoZIP: A Multilingual Benchmark to Evaluate Large Language Models in Intellectual PropertyCode1
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge SummariesCode1
Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding BridgeCode1
Deep Learning Approaches for Improving Question Answering Systems in Hepatocellular Carcinoma Research—0
Prompt Perturbation Consistency Learning for Robust Language Models—0
Bridging the Gap between 2D and 3D Visual Question Answering: A Fusion Approach for 3D VQACode1
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures—0
Show:102550
← PrevPage 124 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