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 301–325 of 10817 papers

TitleStatusHype
From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement LearningCode1
SNAP: A Benchmark for Testing the Effects of Capture Conditions on Fundamental Vision TasksCode0
LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval—0
StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy OptimizationCode0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
Set-LLM: A Permutation-Invariant LLM—0
TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving—0
Traveling Across Languages: Benchmarking Cross-Lingual Consistency in Multimodal LLMsCode0
TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language ModelsCode0
Social Bias in Popular Question-Answering Benchmarks—0
Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization—0
Visual Instruction Bottleneck Tuning—0
Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering—0
The Hallucination Tax of Reinforcement Finetuning—0
Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models—0
Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method—0
HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing—0
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks—0
AutoRev: Automatic Peer Review System for Academic Research Papers—0
RAVENEA: A Benchmark for Multimodal Retrieval-Augmented Visual Culture UnderstandingCode0
Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency—0
Domain Adaptation of VLM for Soccer Video Understanding—0
Debating for Better Reasoning: An Unsupervised Multimodal Approach—0
Memory-Centric Embodied Question Answer—0
QA-prompting: Improving Summarization with Large Language Models using Question-AnsweringCode0
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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