Structured Prediction
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Benchmarks
MNIST
Most implemented
Convolutional Pose Machines
VSE++: Improving Visual-Semantic Embeddings with Hard Negatives
Neural Networks for Joint Sentence Classification in Medical Paper Abstracts
ReSeg: A Recurrent Neural Network-based Model for Semantic Segmentation
Papers
Key Point Analysis Needs Structure Recovery: Task Definition, Dataset Diagnosis, and a Structure-Aware Benchmark
Key Point Analysis (KPA) aims to identify a concise set of key points that summarize a collection of arguments together with their prevalence. We argue that KPA is fundamentally a structured prediction problem that requi…
Structured PredictionA Simulator-Grounded Framework For Constructing Verifiable Muscle-Grounded QA From 3D Tongue Meshes (extended version)
Existing articulatory corpora based on real-time MRI and electromagnetic articulography capture tongue motion but lack traceable labels for the muscle-driven process underlying each configuration. We introduce a simulato…
Structured PredictionWhen Machines Speak: A Unified Generative Framework for Integrating Machine-Native Symbols into Pretrained Large Language Models
Many real-world AI systems represent entities, behaviors, and structured information using discrete machine-native symbols rather than natural language. While these representations are compact and preserve task-relevant …
Sequential RecommendationStructured PredictionStructured Prediction for Scalable Spreadsheet Table Understanding: From Cell Types to Table Ranges (Extended Version)
Spreadsheets are a primary medium for publishing tabular data, yet automatically extracting structured content from them remains difficult due to heterogeneous layouts, diverse file formats, and inconsistent organization…
Structured PredictionTable DetectionStepReflect: Structured UI Transition Reflection for Mobile GUI Agents
Autonomous mobile GUI agents require accurate action reflection for reliable long-horizon execution. Existing approaches rely on open-ended multimodal reasoning after each action, which is costly and poorly matched to th…
Structured PredictionMultimodal ReasoningCosFly-VLA: A Spatially Aware Vision-Language-Action Model for UAV Tracking
Dynamic target tracking is essential for Unmanned Aerial Vehicles (UAVs) operating in complex urban environments, where both the target and the camera viewpoint change continuously. Existing Vision-Language-Action (VLA) …
Reinforcement LearningStructured PredictionCollision AvoidanceSpatial Reasoning