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 2551–2600 of 10817 papers

TitleStatusHype
Are Large Language Model-based Evaluators the Solution to Scaling Up Multilingual Evaluation?—0
AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation—0
Chain of Reasoning for Visual Question Answering—0
Chain-of-Questions Training with Latent Answers for Robust Multistep Question Answering—0
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators—0
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks—0
Chain of Condition: Construct, Verify and Solve Conditions for Conditional Question Answering—0
A reinforcement learning approach for VQA validation: an application to diabetic macular edema grading—0
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks—0
A Regularized Competition Model for Question Difficulty Estimation in Community Question Answering Services—0
A Knowledge storage and semantic space alignment Method for Multi-documents dialogue generation—0
Chain Based RNN for Relation Classification—0
Can Generative AI Support Patients' & Caregivers' Informational Needs? Towards Task-Centric Evaluation Of AI Systems—0
CG-RAG: Research Question Answering by Citation Graph Retrieval-Augmented LLMs—0
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding—0
A Refined End-to-End Discourse Parser—0
Dynamic Stochastic Decoding Strategy for Open-Domain Dialogue Generation—0
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models—0
DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding—0
Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning—0
CFO: Conditional Focused Neural Question Answering with Large-scale Knowledge Bases—0
CFO: A Framework for Building Production NLP Systems—0
CFMatch: Aligning Automated Answer Equivalence Evaluation with Expert Judgments For Open-Domain Question Answering—0
AdaCoder: Adaptive Prompt Compression for Programmatic Visual Question Answering—0
PreMind: Multi-Agent Video Understanding for Advanced Indexing of Presentation-style Videos—0
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness—0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks—0
A Knowledge Graph Based Solution for Entity Discovery and Linking in Open-Domain Questions—0
CellVerse: Do Large Language Models Really Understand Cell Biology?—0
A Reasoning-Focused Legal Retrieval Benchmark—0
Dynamic Q&A of Clinical Documents with Large Language Models—0
Dynamic Relevance Graph Network for Knowledge-Aware Question Answering—0
CEGI: Measuring the trade-off between efficiency and carbon emissions for SLMs and VLMs—0
ArcSin: Adaptive ranged cosine Similarity injected noise for Language-Driven Visual Tasks—0
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-Training—0
ARCNN: A Semantic Enhanced Relation Detection Model for Knowledge Base Question Answering—0
A Knowledge-Based Approach to Syntactic Disambiguation of Biomedical Noun Compounds—0
CCNU at SemEval-2025 Task 3: Leveraging Internal and External Knowledge of Large Language Models for Multilingual Hallucination Annotation—0
CBT-LLM: A Chinese Large Language Model for Cognitive Behavioral Therapy-based Mental Health Question Answering—0
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Archival News Collections—0
CBR-iKB: A Case-Based Reasoning Approach for Question Answering over Incomplete Knowledge Bases—0
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Historical News Collections—0
A Knowledge-based Approach for Answering Complex Questions in Persian—0
AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction—0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
Architecture of an Ontology-Based Domain-Specific Natural Language Question Answering System—0
Architecture for a Trustworthy Quantum Chatbot—0
A Joint Training Framework for Open-World Knowledge Graph Embeddings—0
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
Causal Understanding For Video Question Answering—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