Analogical Similarity
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Benchmarks
BIG-bench
Most implemented
Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Life is a Circus and We are the Clowns: Automatically Finding Analogies between Situations and Processes
Training Compute-Optimal Large Language Models
Data Level Lottery Ticket Hypothesis for Vision Transformers
Papers
Data Level Lottery Ticket Hypothesis for Vision Transformers
The conventional lottery ticket hypothesis (LTH) claims that there exists a sparse subnetwork within a dense neural network and a proper random initialization method called the winning ticket, such that it can be trained…
Analogical SimilarityInformativenessLife is a Circus and We are the Clowns: Automatically Finding Analogies between Situations and Processes
Analogy-making gives rise to reasoning, abstraction, flexible categorization and counterfactual inference -- abilities lacking in even the best AI systems today. Much research has suggested that analogies are key to non-…
Analogical questionsAnalogical SimilaritycounterfactualTextual Analogy ParsingTraining Compute-Optimal Large Language Models
We investigate the optimal model size and number of tokens for training a transformer language model under a given compute budget. We find that current large language models are significantly undertrained, a consequence …
AnachronismsAnalogical SimilarityAnalytic EntailmentCausal Judgment+69Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world. In this paper, we present an analysis o…
Abstract AlgebraAnachronismsAnalogical SimilarityAnalytic Entailment+143Analogy as Nonparametric Bayesian Inference over Relational Systems
Much of human learning and inference can be framed within the computational problem of relational generalization. In this project, we propose a Bayesian model that generalizes relational knowledge to novel environments b…
Analogical SimilarityBayesian InferenceReinforcement Learning with Analogical Similarity to Guide Schema Induction and Attention
Research in analogical reasoning suggests that higher-order cognitive functions such as abstract reasoning, far transfer, and creativity are founded on recognizing structural similarities among relational systems. Here w…
Analogical Similarityreinforcement-learningReinforcement LearningReinforcement Learning (RL)