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 6201–6225 of 10817 papers

TitleStatusHype
MED: The LMU System for the SIGMORPHON 2016 Shared Task on Morphological Reinflection—0
MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale—0
BizBench: A Quantitative Reasoning Benchmark for Business and Finance—0
MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning—0
A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input—0
MedXChat: A Unified Multimodal Large Language Model Framework towards CXRs Understanding and Generation—0
How to Seq2seq for SQL—0
How to Pre-Train Your Model? Comparison of Different Pre-Training Models for Biomedical Question Answering—0
Continuous Active Learning Using Pretrained Transformers—0
MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering—0
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback—0
MEKER: Memory Efficient Knowledge Embedding Representation for Link Prediction and Question Answering—0
Effective shared representations with Multitask Learning for Community Question Answering—0
How to make qubits speak—0
A Survey on Semantic Parsing from the perspective of Compositionality—0
Tensor Train Low-rank Approximation (TT-LoRA): Democratizing AI with Accelerated LLMs—0
MEMEN: Multi-layer Embedding with Memory Networks for Machine Comprehension—0
Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization—0
How to Make a BLT Sandwich? Learning to Reason towards Understanding Web Instructional Videos—0
Memento: Note-Taking for Your Future Self—0
MemInsight: Autonomous Memory Augmentation for LLM Agents—0
MEMOIR: Lifelong Model Editing with Minimal Overwrite and Informed Retention for LLMs—0
Continual Pre-Training for Cross-Lingual LLM Adaptation: Enhancing Japanese Language Capabilities—0
How to find a good image-text embedding for remote sensing visual question answering?—0
How to Evaluate Opinionated Keyphrase Extraction?—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