| ---
|
| language:
|
| - en
|
| - zh
|
| - ja
|
| - ko
|
| - th
|
| - vi
|
| - ar
|
| - ru
|
| - es
|
| - fr
|
| - de
|
| - pt
|
| - hi
|
| - id
|
| - tr
|
| license: mit
|
| tags:
|
| - ling-lang
|
| - code
|
| - programming-language
|
| - translation
|
| - sft
|
| - instruction-tuning
|
| pretty_name: Ling-Lang Chat SFT Dataset
|
| ---
|
|
|
| # Ling-Lang Chat SFT Dataset
|
|
|
| Instruction-tuning data (chat/messages JSONL) for fine-tuning LLMs to help with the
|
| [Ling programming language](https://ling-lang.org) — a multilingual systems
|
| programming language with keyword aliases in 15 human languages, a Cranelift
|
| JIT/AOT + tree-walking interpreter + bytecode VM, and a `ling-*` crate ecosystem.
|
|
|
| Used to fine-tune [zai-org/GLM-4-32B-0414](https://huggingface.co/zai-org/GLM-4-32B-0414)
|
| via QLoRA for [chat.ling-lang.org](https://chat.ling-lang.org).
|
|
|
| ## Categories
|
|
|
| | File | Topic |
|
| |---|---|
|
| | `01_syntax.jsonl` | Core ling-lang syntax (`use`, `bind`, `fn`, `do`, no semicolons) |
|
| | `02_crates.jsonl` | The `ling-*` crate ecosystem reference |
|
| | `03_shell_contrast_and_workflow.jsonl` | Ling-lang vs. shell syntax, real CLI workflows |
|
| | `04_translation.jsonl` | General + ling-lang-keyword translation |
|
| | `05_disambiguation.jsonl` | Corrects the "ling-lang is a linguistics/NLP tool" misconception |
|
| | `06_corrections.jsonl` | Hand-written corrections (import→use, let→bind, real keyword aliases) |
|
| | `07_builtins.jsonl` | Complete verified builtin function reference, with negative training for hallucinated builtins |
|
| | `08_multilingual_keywords.jsonl` | Complete 15-language keyword table, language-consistency guidance |
|
| | `09_game_patterns.jsonl` | Real game-code idioms mined from LingForFun and soul-symphony-ling |
|
| | `10_cli_build.jsonl` | Real `ling` CLI subcommands/flags and Cargo build features |
|
|
|
| ## Format
|
|
|
| Each line is a JSON object: `{"messages": [{"role": "system", ...}, {"role": "user", ...}, {"role": "assistant", ...}]}`,
|
| the standard OpenAI-style chat/messages SFT format consumed directly by `trl`'s `SFTTrainer`.
|
|
|
| ## Notes
|
|
|
| Every fact in this dataset was verified against the authoritative Ling interpreter/compiler
|
| source (lexer, parser, builtin dispatch table) rather than docs or marketing copy, specifically
|
| to correct hallucinated syntax/builtins/keywords observed in earlier fine-tuning rounds.
|
|
|
