imodels

https://csinva.io/imodels

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AI & ML interests

Interpretability, Trees, Rules

updated a dataset over 2 years ago

imodels/multitask-tabular-datasets

Updated Mar 11, 2024 • 69 • 2

updated a Space over 2 years ago

README

authored 4 papers over 2 years ago

Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Paper • 2206.04615 • Published Jun 9, 2022 • 6

Emb-GAM: an Interpretable and Efficient Predictor using Pre-trained Language Models

Paper • 2209.11799 • Published Sep 23, 2022

Interpretations are useful: penalizing explanations to align neural networks with prior knowledge

Paper • 1909.13584 • Published Sep 30, 2019

Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30, 2024 • 23

updated a dataset over 2 years ago

imodels/tabular-classification-of-prompted-llms

Preview • Updated Nov 15, 2023 • 48

authored 2 papers over 2 years ago

Tell Your Model Where to Attend: Post-hoc Attention Steering for LLMs

Paper • 2311.02262 • Published Nov 3, 2023 • 14

Tree Prompting: Efficient Task Adaptation without Fine-Tuning

Paper • 2310.14034 • Published Oct 21, 2023 • 3

authored 2 papers almost 3 years ago

Explaining black box text modules in natural language with language models

Paper • 2305.09863 • Published May 17, 2023 • 3

NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation

Paper • 2112.02721 • Published Dec 6, 2021

updated a dataset over 3 years ago

imodels/fmri_language_responses

Viewer • Updated Feb 12, 2023 • 9.75k • 97 • 2

updated a model over 3 years ago

imodels/gpt-neo-2.7B-titles

Text Generation • Updated Oct 20, 2022 • 8