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 4901–4950 of 10817 papers

TitleStatusHype
Evaluating the Retrieval Component in LLM-Based Question Answering Systems—0
Evaluating the Representational Hub of Language and Vision Models—0
Can Transformers Reason About Effects of Actions?—0
Evaluating the Performance of ChatGPT for Spam Email Detection—0
Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions—0
Can Small Language Models Help Large Language Models Reason Better?: LM-Guided Chain-of-Thought—0
Evaluating the Meta- and Object-Level Reasoning of Large Language Models for Question Answering—0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
Do Question Answering Modeling Improvements Hold Across Benchmarks?—0
Can SAR improve RSVQA performance?—0
Evaluating the Capabilities of Multi-modal Reasoning Models with Synthetic Task Data—0
Evaluating Text Segmentation using Boundary Edit Distance—0
ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering—0
Evaluating Span Extraction in Generative Paradigm: A Reflection on Aspect-Based Sentiment Analysis—0
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models—0
Evaluating Recognizing Question Entailment Methods for a Portuguese Community Question-Answering System about Diabetes Mellitus—0
Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap—0
A Procedural Definition of Multi-word Lexical Units—0
AiFu at SemEval-2019 Task 10: A Symbolic and Sub-symbolic Integrated System for SAT Math Question Answering—0
Abductive Matching in Question Answering—0
Evaluating Question Answering Evaluation—0
Can Pre-training help VQA with Lexical Variations?—0
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images—0
Evaluating Multi-focus Natural Language Queries over Data Services—0
Can predicate-argument relationships be extracted from UD trees?—0
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods—0
AIDA: Artificial Intelligent Dialogue Agent—0
Evaluating Machine Reading Systems through Comprehension Tests—0
Can Open Domain Question Answering Systems Answer Visual Knowledge Questions?—0
Evaluating Machine Common Sense via Cloze Testing—0
Evaluating LLMs on Document-Based QA: Exact Answer Selection and Numerical Extraction using Cogtale dataset—0
A Probabilistic Lexical Model for Ranking Textual Inferences—0
Evaluating LLMs Capabilities Towards Understanding Social Dynamics—0
A Probabilistic Annotation Model for Crowdsourcing Coreference—0
AIA-BDE: A Corpus of FAQs in Portuguese and their Variations—0
Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!—0
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness—0
A Pretraining Numerical Reasoning Model for Ordinal Constrained Question Answering on Knowledge Base—0
Can LLMs Generate Human-Like Wayfinding Instructions? Towards Platform-Agnostic Embodied Instruction Synthesis—0
Evaluating Hallucination in Text-to-Image Diffusion Models with Scene-Graph based Question-Answering Agent—0
Evaluating Feature Extraction Methods for Knowledge-based Biomedical Word Sense Disambiguation—0
Can LLMs assist with Ambiguity? A Quantitative Evaluation of various Large Language Models on Word Sense Disambiguation—0
A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?—0
Can Large Language Models Unveil the Mysteries? An Exploration of Their Ability to Unlock Information in Complex Scenarios—0
Evaluating Consistencies in LLM responses through a Semantic Clustering of Question Answering—0
Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words?—0
A Practical Entity Linking System for Tables in Scientific Literature—0
A Practical 2-step Approach to Assist Enterprise Question-Answering Live Chat—0
Actively Seeking and Learning from Live Data—0
Who Taught You That? Tracing Teachers in Model Distillation—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