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 — 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 via QLoRA for 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.