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 2501–2550 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
Balancing Performance and Efficiency in Zero-shot Robotic Navigation—0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
Wings: Learning Multimodal LLMs without Text-only ForgettingCode5
From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning TasksCode2
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks—0
ACCORD: Closing the Commonsense Measurability GapCode0
Story Generation from Visual Inputs: Techniques, Related Tasks, and Challenges—0
Diffusion-Refined VQA Annotations for Semi-Supervised Gaze FollowingCode0
Analyzing Social Biases in Japanese Large Language ModelsCode0
Retaining Key Information under High Compression Ratios: Query-Guided Compressor for LLMsCode1
Translation Deserves Better: Analyzing Translation Artifacts in Cross-lingual Visual Question Answering—0
On the Intrinsic Self-Correction Capability of LLMs: Uncertainty and Latent Concept—0
Enhancing Retrieval-Augmented LMs with a Two-stage Consistency Learning Compressor—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
MedFuzz: Exploring the Robustness of Large Language Models in Medical Question Answering—0
Ask-EDA: A Design Assistant Empowered by LLM, Hybrid RAG and Abbreviation De-hallucination—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
Re-ReST: Reflection-Reinforced Self-Training for Language AgentsCode1
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs—0
Superhuman performance in urology board questions by an explainable large language model enabled for context integration of the European Association of Urology guidelines: the UroBot study—0
Selectively Answering Visual Questions—0
TabPedia: Towards Comprehensive Visual Table Understanding with Concept SynergyCode2
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented GenerationCode1
Mixture of Rationale: Multi-Modal Reasoning Mixture for Visual Question Answering—0
TCMBench: A Comprehensive Benchmark for Evaluating Large Language Models in Traditional Chinese MedicineCode2
MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical ReasoningCode1
Contextualized Sequence Likelihood: Enhanced Confidence Scores for Natural Language GenerationCode0
CMDBench: A Benchmark for Coarse-to-fine Multimodal Data Discovery in Compound AI SystemsCode0
Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question AnsweringCode1
Wav2Prompt: End-to-End Speech Prompt Generation and Tuning For LLM in Zero and Few-shot Learning—0
Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of LVLMs—0
SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing—0
Long-Span Question-Answering: Automatic Question Generation and QA-System Ranking via Side-by-Side Evaluation—0
Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training—0
Passage-specific Prompt Tuning for Passage Reranking in Question Answering with Large Language ModelsCode0
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language ModelsCode0
VQA Training Sets are Self-play Environments for Generating Few-shot Pools—0
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQACode1
GNN-RAG: Graph Neural Retrieval for Large Language Model ReasoningCode3
Video Question Answering for People with Visual Impairments Using an Egocentric 360-Degree Camera—0
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language ModelsCode1
Encoding and Controlling Global Semantics for Long-form Video Question AnsweringCode1
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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