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 4426–4450 of 10817 papers

TitleStatusHype
MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale—0
AdvisorQA: Towards Helpful and Harmless Advice-seeking Question Answering with Collective IntelligenceCode0
Reka Core, Flash, and Edge: A Series of Powerful Multimodal Language Models—0
Is There No Such Thing as a Bad Question? H4R: HalluciBot For Ratiocination, Rewriting, Ranking, and Routing—0
Evaluating Span Extraction in Generative Paradigm: A Reflection on Aspect-Based Sentiment Analysis—0
Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study—0
Language Models Still Struggle to Zero-shot Reason about Time SeriesCode0
Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion—0
Consistency Training by Synthetic Question Generation for Conversational Question AnsweringCode0
Find The Gap: Knowledge Base Reasoning For Visual Question Answering—0
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering—0
ViTextVQA: A Large-Scale Visual Question Answering Dataset for Evaluating Vietnamese Text Comprehension in ImagesCode0
Uncertainty-Based Abstention in LLMs Improves Safety and Reduces Hallucinations—0
CoTAR: Chain-of-Thought Attribution Reasoning with Multi-level Granularity—0
Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering—0
HOI-Ref: Hand-Object Interaction Referral in Egocentric Vision—0
Bridging Vision and Language Spaces with Assignment PredictionCode0
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval—0
Unveiling LLM Evaluation Focused on Metrics: Challenges and Solutions—0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
GeMQuAD : Generating Multilingual Question Answering Datasets from Large Language Models using Few Shot Learning—0
Pretraining and Updates of Domain-Specific LLM: A Case Study in the Japanese Business Domain—0
Synthetic Dataset Creation and Fine-Tuning of Transformer Models for Question Answering in SerbianCode0
Small Models Are (Still) Effective Cross-Domain Argument ExtractorsCode0
Improving Health Question Answering with Reliable and Time-Aware Evidence RetrievalCode0
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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