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 10526–10550 of 10817 papers

TitleStatusHype
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
TIGQA:An Expert Annotated Question Answering Dataset in Tigrinya—0
TI-JEPA: An Innovative Energy-based Joint Embedding Strategy for Text-Image Multimodal Systems—0
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering—0
TimeLogic: A Temporal Logic Benchmark for Video QA—0
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement—0
TIME: Temporal-sensitive Multi-dimensional Instruction Tuning and Benchmarking for Video-LLMs—0
TINA: Think, Interaction, and Action Framework for Zero-Shot Vision Language Navigation—0
TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving—0
TinyRS-R1: Compact Multimodal Language Model for Remote Sensing—0
TinyVQA: Compact Multimodal Deep Neural Network for Visual Question Answering on Resource-Constrained Devices—0
Tip of the Tongue Known-Item Retrieval: A Case Study in Movie Identification—0
'Tis but Thy Name: Semantic Question Answering Evaluation with 11M Names for 1M Entities—0
T-Know: a Knowledge Graph-based Question Answering and Infor-mation Retrieval System for Traditional Chinese Medicine—0
TM-PATHVQA:90000+ Textless Multilingual Questions for Medical Visual Question Answering—0
To Adapt or to Annotate: Challenges and Interventions for Domain Adaptation in Open-Domain Question Answering—0
Together we stand: Siamese Networks for Similar Question Retrieval—0
TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs—0
Tokenization Preference for Human and Machine Learning Model: An Annotation Study—0
Too Late to Train, Too Early To Use? A Study on Necessity and Viability of Low-Resource Bengali LLMs—0
Tool Calling: Enhancing Medication Consultation via Retrieval-Augmented Large Language Models—0
Tools for plWordNet Development. Presentation and Perspectives—0
Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools—0
Top-down Activity Representation Learning for Video Question Answering—0
Topical Segmentation: a Study of Human Performance and a New Measure of Quality.—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