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 8876–8900 of 10817 papers

TitleStatusHype
LK2022 at Qur’an QA 2022: Simple Transformers Model for Finding Answers to Questions from Qur’an—0
Llamas Know What GPTs Don't Show: Surrogate Models for Confidence Estimation—0
LLARVA: Vision-Action Instruction Tuning Enhances Robot Learning—0
LLaSA: Large Language and Structured Data Assistant—0
LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding—0
LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning—0
LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound—0
LLM aided semi-supervision for Extractive Dialog Summarization—0
LLM as A Robotic Brain: Unifying Egocentric Memory and Control—0
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering—0
LLM-based Extraction of Contradictions from Patents—0
LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions—0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—0
LLMCad: Fast and Scalable On-device Large Language Model Inference—0
LLM Distillation for Efficient Few-Shot Multiple Choice Question Answering—0
LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge—0
LLM Evaluation Based on Aerospace Manufacturing Expertise: Automated Generation and Multi-Model Question Answering—0
LLM Guided Inductive Inference for Solving Compositional Problems—0
LLMI3D: Empowering LLM with 3D Perception from a Single 2D Image—0
LLM-MedQA: Enhancing Medical Question Answering through Case Studies in Large Language Models—0
LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction—0
LLMs can be easily Confused by Instructional Distractions—0
General LLMs as Instructors for Domain-Specific LLMs: A Sequential Fusion Method to Integrate Extraction and Editing—0
LLMs Meet Long Video: Advancing Long Video Question Answering with An Interactive Visual Adapter in LLMs—0
LLMs' Reading Comprehension Is Affected by Parametric Knowledge and Struggles with Hypothetical Statements—0
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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