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 3801–3850 of 10817 papers

TitleStatusHype
Fast Clustering of Short Text Streams Using Efficient Cluster Indexing and Dynamic Similarity Thresholds—0
Fast DistilBERT on CPUs—0
A Focused Dynamic Attention Model for Visual Question Answering—0
Domain-Sensitive Temporal Tagging By Jannik Str\"otgen, Michael Gertz—0
Domain-robust VQA with diverse datasets and methods but no target labels—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
Fast Node Embeddings: Learning Ego-Centric Representations—0
Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering—0
Fast Quantum Algorithm for Attention Computation—0
FastRAG: Retrieval Augmented Generation for Semi-structured Data—0
Domain-Relevant Embeddings for Medical Question Similarity—0
Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension—0
Domain Mismatch Doesn’t Always Prevent Cross-lingual Transfer Learning—0
FaVChat: Unlocking Fine-Grained Facail Video Understanding with Multimodal Large Language Models—0
Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering—0
FCICU: The Integration between Sense-Based Kernel and Surface-Based Methods to Measure Semantic Textual Similarity—0
FC-KBQA: A Fine-to-Coarse Composition Framework for Knowledge Base Question Answering—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
Feature4X: Bridging Any Monocular Video to 4D Agentic AI with Versatile Gaussian Feature Fields—0
Feature-Based Selection of Dependency Paths in Ad Hoc Information Retrieval—0
Feature Engineering in Learning-to-Rank for Community Question Answering Task—0
Feature extraction and evaluation for BioMedical Question Answering—0
Annotating genericity: a survey, a scheme, and a corpus—0
Feature-Rich Networks for Knowledge Base Completion—0
Feature-Rich Twitter Named Entity Recognition and Classification—0
Feature-Rich Two-Stage Logistic Regression for Monolingual Alignment—0
Generative Visual Question Answering—0
Feature Selection Using a Semantic Hierarchy for Event Recognition and Type Classification—0
Federated In-Context Learning: Iterative Refinement for Improved Answer Quality—0
Federated Retrieval Augmented Generation for Multi-Product Question Answering—0
Domain Mismatch Doesn't Always Prevent Cross-Lingual Transfer Learning—0
DomainInv: Domain Invariant Fine Tuning and Adversarial Label Correction For QA Domain Adaptation—0
Chinese Open Relation Extraction for Knowledge Acquisition—0
FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks—0
FedPIA -- Permuting and Integrating Adapters leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning—0
Argument-Based Comparative Question Answering Evaluation Benchmark—0
Beyond Captioning: Task-Specific Prompting for Improved VLM Performance in Mathematical Reasoning—0
Fermi at SemEval-2019 Task 8: An elementary but effective approach to Question Discernment in Community QA Forums—0
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts—0
Annotating Electronic Medical Records for Question Answering—0
A Comprehensive Survey on Visual Question Answering Datasets and Algorithms—0
Generative retrieval-augmented ontologic graph and multi-agent strategies for interpretive large language model-based materials design—0
Domain Adaptation with Active Learning for Coreference Resolution—0
Domain Adaptation of VLM for Soccer Video Understanding—0
Beyond Attention: Toward Machines with Intrinsic Higher Mental States—0
Few-shot Multi-hop Question Answering over Knowledge Base—0
Annotating Educational Questions for Student Response Analysis—0
Dolphin: A Challenging and Diverse Benchmark for Arabic NLG—0
Few-shot Multimodal Multitask Multilingual Learning—0
A Flexible, Efficient and Accurate Framework for Community Question Answering Pipelines—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