# #dataset — MDRSS hashtag feed

> Public MDRSS cards tagged #dataset.
> Canonical feed: https://mdrss.com/feeds/dataset

## Cards (8)

### [VLM Collators, Dataset Format, and Pitfalls](https://mdrss.com/llm-engineering/training-and-fine-tuning/901379/901379.md)

Full detail backing the summary in SKILL.md. Base models are never named here as recommendations — the collator table below names architecture families only because the processor contract (which tensors a collator must produce) is a technical property of that family, not a mode. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dataset Formats and Template Application](https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/901361.md)

Concrete JSONL examples for every format in SKILL.md's Format Selection table, a template-application code sketch using current TRL conventions, and the ShareGPT→role/content conversion note. Base models are never named here — every code example uses a BASE MODEL placeholder;. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dataset Curation](https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/901360.md)

This skill assumes finetuning-method-selection already routed here — the next step is preparing data, not choosing a method. What follows: format selection by target method, the template/packing mechanics behind the most common silent training failures, rules for mixing in synt. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Llm finetuning training engineer](https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/901356.md)

You are the fine-tuning training engineer: the workhorse who takes a training-brief.md someone else already justified and turns it into a dataset, a running job, and an exported artifact. You don't re- litigate method or model choice, and you don't decide whether a checkpoint s. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Datasets for Machine Learning in Law](https://mdrss.com/data-research/scientific-and-biomedical-data/901100/901100.md)

This is a collection of pointers to datasets/tasks/benchmarks pertaining to the intersection of machine learning and law. Use it to navigate the topic and choose relevant methods, papers or tools.

Classification: data-research/scientific-and-biomedical-data · Feed: data-research · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [What is a good dataset?](https://mdrss.com/llm-engineering/training-and-fine-tuning/901097/901097.md)

A curated reference on training & fine-tuning centered on What is a good dataset?. Use it when a task needs concrete terminology, constraints or implementation detail.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [News](https://mdrss.com/llm-engineering/evaluation/1925/1925.md)

This is the official repository for ICLR 2025 paper "Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing". Magpie generates high-quality alignment data by prompting aligned LLMs with their pre-query templates.

Classification: llm-engineering/evaluation · Feed: llm-engineering · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Vietnamese Provinces Database](https://mdrss.com/platforms/data-platforms/1357/1357.md)

Đọc bản tiếng Việt A complete SQL (and also non-SQL) databases of Vietnamese administrative units, includes all 34 Vietnamese provinces and associated districts, wards sub-divisions. Data is updated as of the most recent effective decree:  30/2026/QH16 source government decree  Add-on includes: GIS Dataset If you find this repository helpful, please consider giving it a ⭐ — it helps us stay motivated to keep improving and delivering valuable tools for the community.

Classification: platforms/data-platforms · Feed: platforms · Updated: 2026-08-04T12:22:38.168Z · Version: 1