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 2501–2525 of 10817 papers

TitleStatusHype
FairytaleQA Translated: Enabling Educational Question and Answer Generation in Less-Resourced LanguagesCode0
Discovering Bias in Latent Space: An Unsupervised Debiasing Approach—0
Measuring Retrieval Complexity in Question Answering Systems—0
IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models—0
Wings: Learning Multimodal LLMs without Text-only ForgettingCode5
Balancing Performance and Efficiency in Zero-shot Robotic Navigation—0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning TasksCode2
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks—0
Story Generation from Visual Inputs: Techniques, Related Tasks, and Challenges—0
ACCORD: Closing the Commonsense Measurability GapCode0
Analyzing Social Biases in Japanese Large Language ModelsCode0
Diffusion-Refined VQA Annotations for Semi-Supervised Gaze FollowingCode0
Translation Deserves Better: Analyzing Translation Artifacts in Cross-lingual Visual Question Answering—0
Retaining Key Information under High Compression Ratios: Query-Guided Compressor for LLMsCode1
Enhancing Retrieval-Augmented LMs with a Two-stage Consistency Learning Compressor—0
On the Intrinsic Self-Correction Capability of LLMs: Uncertainty and Latent Concept—0
UniOQA: A Unified Framework for Knowledge Graph Question Answering with Large Language Models—0
I've got the "Answer"! Interpretation of LLMs Hidden States in Question Answering—0
Multimodal Reasoning with Multimodal Knowledge Graph—0
Ask-EDA: A Design Assistant Empowered by LLM, Hybrid RAG and Abbreviation De-hallucination—0
MedFuzz: Exploring the Robustness of Large Language Models in Medical Question Answering—0
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs—0
Utilizing Large Language Models for Automating Technical Customer Support—0
Explore then Determine: A GNN-LLM Synergy Framework for Reasoning over Knowledge Graph—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