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 4301–4350 of 10817 papers

TitleStatusHype
Adversarial Sampling and Training for Semi-Supervised Information Retrieval—0
Implementation Notes for the Soft Cosine Measure—0
A Comprehensive Comparative Study of Word and Sentence Similarity Measures—0
Differential Information: An Information-Theoretic Perspective on Preference Optimization—0
Allies: Prompting Large Language Model with Beam Search—0
An Evolutionary Large Language Model for Hallucination Mitigation—0
Implications of Deep Circuits in Improving Quality of Quantum Question Answering—0
Differentiable Retrieval Augmentation via Generative Language Modeling for E-commerce Query Intent Classification—0
BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering—0
Differentiable End-to-End Program Executor for Sample and Computationally Efficient VQA—0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition—0
Adversarial Representation Learning for Text-to-Image Matching—0
Different Contexts Lead to Different Word Embeddings—0
DIF: A Framework for Benchmarking and Verifying Implicit Bias in LLMs—0
BDIQA: A New Dataset for Video Question Answering to Explore Cognitive Reasoning through Theory of Mind—0
DIESEL -- Dynamic Inference-Guidance via Evasion of Semantic Embeddings in LLMs—0
DIEM: Decomposition-Integration Enhancing Multimodal Insights—0
An Evaluation of Image-Based Verb Prediction Models against Human Eye-Tracking Data—0
3D-CT-GPT: Generating 3D Radiology Reports through Integration of Large Vision-Language Models—0
Implicit Dimension Identification in User-Generated Text with LSTM Networks—0
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings—0
Improved Representation Learning for Question Answer Matching—0
Bayesian Symbol-Refined Tree Substitution Grammars for Syntactic Parsing—0
Image Position Prediction in Multimodal Documents—0
DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
An Evaluation of GPT-4V and Gemini in Online VQA—0
Image Semantic Relation Generation—0
Dialogue over Context and Structured Knowledge using a Neural Network Model with External Memories—0
Bayesian Networks for Named Entity Prediction in Programming Community Question Answering—0
Bayesian Deep Learning for Interactive Community Question Answering—0
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects—0
Image Manipulation via Multi-Hop Instructions -- A New Dataset and Weakly-Supervised Neuro-Symbolic Approach—0
ImageTTR: Grounding Type Theory with Records in Image Classification for Visual Question Answering—0
Dialogue Act Recognition for Text-based Sinhala—0
Adversarial reading networks for machine comprehension—0
Dialog state tracking, a machine reading approach using Memory Network—0
Bayesian Attention Belief Networks—0
A Complex KBQA System using Multiple Reasoning Paths—0
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources—0
BAT: Learning to Reason about Spatial Sounds with Large Language Models—0
Dialog-based Language Learning—0
Dialog-based Language Learning—0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences—0
Image Captioning with Compositional Neural Module Networks—0
Imaginations of WALL-E : Reconstructing Experiences with an Imagination-Inspired Module for Advanced AI Systems—0
DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production—0
DialDoc 2022 Shared Task: Open-Book Document-grounded Dialogue Modeling—0
Adversarial Multimodal Network for Movie Question Answering—0
DialDoc 2021 Shared Task: Goal-Oriented Document-grounded Dialogue Modeling—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