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

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Showing 4826–4850 of 10817 papers

TitleStatusHype
Location Aware Modular Biencoder for Tourism Question AnsweringCode0
Joint Multi-Facts Reasoning Network For Complex Temporal Question Answering Over Knowledge Graph—0
Large Language Models for Social Networks: Applications, Challenges, and Solutions—0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
A case study of Generative AI in MSX Sales Copilot: Improving seller productivity with a real-time question-answering system for content recommendation—0
Question-Answering Based Summarization of Electronic Health Records using Retrieval Augmented Generation—0
Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers—0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
Answering from Sure to Uncertain: Uncertainty-Aware Curriculum Learning for Video Question Answering—0
Detours for Navigating Instructional Videos—0
Navigating Uncertainty: Optimizing API Dependency for Hallucination Reduction in Closed-Book Question Answering—0
AstroLLaMA-Chat: Scaling AstroLLaMA with Conversational and Diverse Datasets—0
Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles—0
Mask4Align: Aligned Entity Prompting with Color Masks for Multi-Entity Localization Problems—0
Language-aware Visual Semantic Distillation for Video Question Answering—0
OpenEQA: Embodied Question Answering in the Era of Foundation Models—0
DIEM: Decomposition-Integration Enhancing Multimodal Insights—0
VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens—0
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA—0
On Scaling Up a Multilingual Vision and Language Model—0
CoG-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering—0
LaFFi: Leveraging Hybrid Natural Language Feedback for Fine-tuning Language Models—0
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM—0
FusionMind -- Improving question and answering with external context fusion—0
ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge GraphCode0
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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