PIKE-RAG: sPecIalized KnowledgE and Rationale Augmented Generation

Vitalik's annotated eth2 spec. Not intended to be "the" annotated spec; other documents like Ben Edgington's https://benjaminion.xyz/eth2-annotated-spec/ also exist. This one is intended to focus more on design rationale.

A algebraic word problem dataset, with multiple choice questions annotated with rationales.

Ramda inspired library of helper functions for ReasonML

The BLAKE3 paper: specifications, analysis, and design rationale

Multi-Objective Molecule Generation using Interpretable Substructures (ICML 2020)

[ICLR 2025] InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales

(ICLR 2022) Discovering Invariant Rationales for Graph Neural Networks

[NeurIPS 2024] Official PyTorch implementation code for realizing the technical part of Mamba-based traversal of rationale (Meteor) to improve performance of numerous vision language performances for diverse capabilities.

Public code repo for paper "SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales"

可能是最精简的Android6.0运行时权限处理方式，支持Rationale提示

A benchmark for understanding and evaluating rationales: http://www.eraserbenchmark.com/

Mask R-CNN Model to detect the area of damage on a car. The rationale for such a model is that it can be used by insurance companies for faster processing of claims if users can upload pics and they can assess damage from them. This model can also be used by lenders if they are underwriting a car loan especially for a used car.

📚 Documentation, rationale and accessibility guidance

Goals, principles, and overviews of the COVID Shield project.

GenRM-CoT: Data release for verification rationales

C++ platform to build Arduino and AVR projects. Rationale is size and speed optimization.

A keras implementation of our CNNs with rationales

WikiWhy is a new benchmark for evaluating LLMs' ability to explain between cause-effect relationships. It is a QA dataset containing 9000+ "why" question-answer-rationale triplets.

No description available

Android permission rationale helper dialog

Official code of the paper "MIND: Multi-rationale INtegrated Discriminative Reasoning Framework for Multi-modal Large Models"

An alternative to ORM's such as Entity Framework, offers light-weight database mapping to your existing CLR objects. Visit "Design Goals" on GitHub to see more rationale and guidance.

[NeurIPS 2024] "Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?"

Rationales for Sequential Predictions

[NeurIPS'25] SSR: Enhancing Depth Perception in Vision-Language Models via Rationale-Guided Spatial Reasoning

[ACL 2024] RDRec: Rationale Distillation for LLM-based Recommendation

[NAACL 2025] Rationale-Guided Retrieval Augmented Generation for Medical Question Answering

No description available

NAACL 2022: Can Rationalization Improve Robustness? https://arxiv.org/abs/2204.11790