SOTAVerified

Novel Concepts

Measures the ability of models to uncover an underlying concept that unites several ostensibly disparate entities, which hopefully would not co-occur frequently. This provides a limited test of a model's ability to creatively construct the necessary abstraction to make sense of a situation that it cannot have memorized in training.

Source: BIG-bench

Papers

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Showing 51–75 of 158 papers

TitleStatusHype
Automating string processing in spreadsheets using input-output examples—0
Knowledge Transfer Across Modalities with Natural Language Supervision—0
Discovering Latent Concepts Learned in BERT—0
Characterizing the Influence of Features on Reading Difficulty Estimation for Non-native Readers—0
Direct and indirect transactions and requirements—0
Error Analysis of Shapley Value-Based Model Explanations: An Informative Perspective—0
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning—0
Experimental Contexts Can Facilitate Robust Semantic Property Inference in Language Models, but Inconsistently—0
Explaining deep neural network models for electricity price forecasting with XAI—0
Exploring internal representation of self-supervised networks: few-shot learning abilities and comparison with human semantics and recognition of objects—0
Exploring Partial Intrinsic and Extrinsic Symmetry in 3D Medical Imaging—0
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations—0
Dialog Policy Learning for Joint Clarification and Active Learning Queries—0
Diagnosing and Remedying Shot Sensitivity with Cosine Few-Shot Learners—0
A Survey on Energy Optimization Techniques in UAV-Based Cellular Networks: From Conventional to Machine Learning Approaches—0
Designing Rotationally Invariant Neural Networks from PDEs and Variational Methods—0
Encoder-based Domain Tuning for Fast Personalization of Text-to-Image Models—0
A Robust Framework for Classifying Evolving Document Streams in an Expert-Machine-Crowd Setting—0
Assessing the Variety of a Concept Space Using an Unbiased Estimate of Rao's Quadratic Index—0
Integrated Planning of Multi-energy Grids: Concepts and Challenges—0
25 years of criticality in neuroscience -- established results, open controversies, novel concepts—0
Decision Making Using Rough Set based Spanning Sets for a Decision System—0
Generative Pre-Trained Transformer for Design Concept Generation: An Exploration—0
Hyperbolic Learning with Synthetic Captions for Open-World Detection—0
Image Inpainting by Patch Propagation Using Patch Sparsity—0
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