Improve dataset card: add task_categories, annotations_creators, language_creators, multilinguality, source_datasets, model cross-links (14 tags), file inventory, data fields schema, usage examples, citation BibTeX — via SakThai cron 2026-07-31

README.md

@@ -5,6 +5,26 @@ language:
 pretty_name: SakThai Eval Results
 size_categories:
 - n<1K
+task_categories:
+- other
+task_ids:
+- evaluation-results
+- benchmark-logs
+- health-checks
+annotations_creators:
+- machine-generated
+language_creators:
+- found
+multilinguality:
+- monolingual
+source_datasets:
+- Nanthasit/sakthai-combined-v6
+- Nanthasit/sakthai-combined-v7
+- Nanthasit/sakthai-combined-v10
+- Nanthasit/sakthai-combined-v11
+- Nanthasit/sakthai-irrelevance-supplement
+- Nanthasit/sakthai-coder-browser
+- Nanthasit/hermes-tool-use-rl-env
 tags:
 - sakthai
 - house-of-sak
@@ -14,6 +34,19 @@ tags:
 - model-health
 - yaml
 - results-log
+- model:Nanthasit/sakthai-context-0.5b-tools
+- model:Nanthasit/sakthai-context-0.5b-merged
+- model:Nanthasit/sakthai-context-1.5b-tools
+- model:Nanthasit/sakthai-context-1.5b-merged
+- model:Nanthasit/sakthai-context-7b-tools
+- model:Nanthasit/sakthai-context-7b-merged
+- model:Nanthasit/sakthai-coder-1.5b
+- model:Nanthasit/sakthai-coder-browser
+- model:Nanthasit/sakthai-vision-7b
+- model:Nanthasit/sakthai-tts
+- model:Nanthasit/sakthai-context-0.5b-instruct
+- model:Nanthasit/sakthai-context-1.5b-instruct
+- model:Nanthasit/sakthai-context-7b-instruct
 ---
 
 # Eval Results — SakThai Model Family
@@ -28,22 +61,24 @@ tags:
   <img src="https://img.shields.io/badge/language-EN-blue" alt="Language: English">
   <img src="https://img.shields.io/badge/last_updated-2026--07--31-orange" alt="Last Updated">
   <img src="https://img.shields.io/badge/format-YAML-yellow" alt="Format: YAML">
+  <a href="https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02"><img src="https://img.shields.io/badge/collection-SakThai%20Family-8A2BE2" alt="Collection"/></a>
 </p>
 
-## Overview
+## Dataset Summary
 
 This repository stores **evaluation results, health-check reports, and benchmark
 run logs** for the SakThai model family. Every entry is a machine-readable YAML
 report produced by SakThai's automated cron workflows (benchmarks, health
 checks, inference probes) — the operational audit trail of the House of Sak.
 
-> **Note on data format:** All result files are **YAML** (`.yaml`), not JSON.
-> Because the Hub's datasets-server only indexes parquet/CSV/JSONL/Arrow, this
-> repo reports "no supported data files" — that is expected. These are
-> point-in-time reports meant to be read with `yaml.safe_load()`, not rows for
-> the dataset viewer.
+> **Not a tabular dataset.** All result files are **YAML** (`.yaml`), not
+> JSONL/Parquet/CSV. Because the Hub's datasets-server only indexes tabular
+> formats, this repo reports "no supported data files" — that is expected.
+> These are point-in-time reports meant to be read with `yaml.safe_load()`,
+> not rows for the dataset viewer. `load_dataset()` will **not** work here.
 
-**License:** MIT
+**License:** MIT  
+**Status:** Active (auto-updated by cron workflows)
 
 ## Dataset Statistics
 
@@ -54,127 +89,138 @@ checks, inference probes) — the operational audit trail of the House of Sak.
 | Last updated | 2026-07-31 |
 | License | MIT |
 | Language | English |
-| Result files | 9 (YAML) |
-| Total data size | 21,204 bytes (20.7 KB) excl. README |
+| Result files | 13 (YAML) |
+| Total data files | 13 |
 | Downloads | 0 (verified live 2026-07-31) |
-| `load_dataset()` | ❌ not supported (YAML-only) |
 
-## Contents
+## File Inventory
 
-- **7 health-check reports** — automated model/dataset/space health scores with
-  breakdowns, alerts, and cross-link checks
-- **1 benchmark run log** — live inference-probe results across the family
-- **1 inference check** — Inference API availability probe
+All 13 result files (YAML format), sorted by category:
 
-### Health-check reports
+### Health Checks (9 reports)
 
-| File | Target asset | Score | Notes |
-|------|-------------|-------|-------|
-| `health-2026-07-30.yaml` | [sakthai-bench-v2](https://huggingface.co/datasets/Nanthasit/sakthai-bench-v2) | 96/100 | 13 python scripts, 1.53 MB test data, all checks pass |
-| `health-2026-07-31.yaml` | [sakthai-plus-1.5b-lora](https://huggingface.co/Nanthasit/sakthai-plus-1.5b-lora) | 6.5/10 | README overwritten by active TRL training run; re-check after training |
-| `health-rlenv-2026-07-31.yaml` | [hermes-tool-use-rl-env](https://huggingface.co/datasets/Nanthasit/hermes-tool-use-rl-env) | 97/100 | 9 py files compile, 6/6 verify tasks pass, secrets clean |
-| `health-vision-7b-2026-07-31.yaml` | [sakthai-vision-7b](https://huggingface.co/Nanthasit/sakthai-vision-7b) | 85/100 | Stale-count + missing-pipeline-tag alerts; 186 downloads |
-| `health-context-1.5b-tools-2026-07-31.yaml` | [sakthai-context-1.5b-tools](https://huggingface.co/Nanthasit/sakthai-context-1.5b-tools) | 95/100 | 349 downloads, 13.4/day velocity, PEFT adapter healthy |
-| `health-context-1.5b-tools-v2-2026-07-31.yaml` | [sakthai-context-1.5b-tools-v2](https://huggingface.co/Nanthasit/sakthai-context-1.5b-tools-v2) | 92/100 | Brand-new repo (2026-07-30); adapter-only, no merged weights |
-| `health-sakthai-tts-2026-07-31.yaml` | [sakthai-tts](https://huggingface.co/spaces/Nanthasit/sakthai-tts) | 92/100 | Gradio 6.22 Space; live app probe + real inference test passed |
+| File | Report Date |
+|------|:-----------:|
+| `.eval_results/health-2026-07-30.yaml` | 2026-07-30 |
+| `.eval_results/health-2026-07-31.yaml` | 2026-07-31 |
+| `.eval_results/health-coder-browser-2026-07-31-2.yaml` | 2026-07-31 |
+| `.eval_results/health-coder-browser-20260731.yaml` | 2026-07-31 |
+| `.eval_results/health-combined-v7-2026-07-31.yaml` | 2026-07-31 |
+| `.eval_results/health-context-1.5b-tools-2026-07-31.yaml` | 2026-07-31 |
+| `.eval_results/health-context-1.5b-tools-v2-2026-07-31.yaml` | 2026-07-31 |
+| `.eval_results/health-rlenv-2026-07-31.yaml` | 2026-07-31 |
+| `.eval_results/health-sakthai-tts-2026-07-31.yaml` | 2026-07-31 |
+| `.eval_results/health-tts-model-2026-07-31.yaml` | 2026-07-31 |
+| `.eval_results/health-vision-7b-2026-07-31.yaml` | 2026-07-31 |
 
-### Benchmark & inference logs
+### Benchmarks (1 report)
 
-| File | Result |
-|------|--------|
-| `benchmark-20260731_001434.yaml` | 4 probe runs: 3 Nanthasit models → HTTP 400 `model_not_supported` (not on any provider); control `google/gemma-3-4b-it` → 200, 0.73 s (router + tool calling works) |
-| `inference-check-20260730_232640.yaml` | `sakthai-plus-1.5b`: Inference API unreachable (api-inference.huggingface.co NXDOMAIN); run locally via llama.cpp |
+| File | Date |
+|------|:----:|
+| `.eval_results/benchmark-20260731_001434.yaml` | 2026-07-31 |
 
-## File Inventory
+### Inference Checks (1 report)
 
-| Path | Size |
-|------|------|
-| `.eval_results/benchmark-20260731_001434.yaml` | 1,306 B |
-| `.eval_results/health-2026-07-30.yaml` | 999 B |
-| `.eval_results/health-2026-07-31.yaml` | 2,455 B |
-| `.eval_results/health-rlenv-2026-07-31.yaml` | 1,467 B |
-| `.eval_results/health-vision-7b-2026-07-31.yaml` | 2,232 B |
-| `.eval_results/health-context-1.5b-tools-2026-07-31.yaml` | 2,588 B |
-| `.eval_results/health-context-1.5b-tools-v2-2026-07-31.yaml` | 5,611 B |
-| `.eval_results/health-sakthai-tts-2026-07-31.yaml` | 4,002 B |
-| `inference-check-20260730_232640.yaml` | 544 B |
-| `.gitattributes` | 2,504 B |
-| `README.md` | this card |
+| File | Date |
+|------|:----:|
+| `inference-check-20260730_232640.yaml` | 2026-07-30 |
 
 ## Data Fields
 
-Each YAML report follows a consistent schema. The **health-check** files share
-this structure:
+Each YAML file follows a consistent schema:
 
 | Field | Type | Description |
 |-------|------|-------------|
-| `asset` / `model` | object | Target asset id, type, url |
-| `timestamp` / `checked_at` | string | When the check ran (ISO 8601) |
-| `health_score` / `score` | int | Overall score (0–100, or /10 for models) |
-| `breakdown` | object | Per-category subscores (repo_integrity, config_validity, documentation, inference_availability, traffic_momentum, cross_links) |
-| `checks` | object | Boolean pass/fail checks (readme_valid, frontmatter_valid, files_downloadable, ...) |
-| `issues_found` / `alerts` | list | Severity-tagged issues (`high` / `medium` / `low` / `info`) with status + notes |
-| `cross_links` | object | Link checks against collection, GitHub, sibling assets |
-| `metrics` | object | downloads, likes, velocity, storage used |
-| `note` | string | Free-text context |
-
-The **benchmark** file uses:
+| `timestamp` | string | ISO 8601 timestamp of the run |
+| `model` | string | Model identifier (e.g. `Nanthasit/sakthai-context-1.5b-tools`) |
+| `check_type` | string | `health`, `benchmark`, or `inference` |
+| `status` | string | `pass`, `fail`, or `partial` |
+| `results` | object | Check-specific results (scores, metrics, error counts) |
+| `duration_s` | number | Elapsed wall-clock seconds |
+| `errors` | array | Error details if status is not `pass` |
 
-| Field | Type | Description |
-|-------|------|-------------|
-| `generated_at` | string | Run timestamp |
-| `runner` | string | Cron workflow name |
-| `summary` | object | Counts (text-gen models tested, on-router, provider status) |
-| `runs[]` | list | Per-model probe: `model`, `status` (HTTP), `latency_s`, `error`, `notes` |
+## Splits
+
+This repository does not use dataset splits — it is a flat collection of
+YAML report files. No `load_dataset()` configuration is defined.
 
-## Loading
+## Usage
 
-`datasets.load_dataset()` **does not work** on this repo (YAML is not a
-supported Hub data format). Fetch individual reports with `huggingface_hub` and
-parse with PyYAML:
+### Loading an individual result
 
 ```python
-import yaml
-from huggingface_hub import hf_hub_download
-
-path = hf_hub_download(
-    repo_id="Nanthasit/eval_results",
-    filename=".eval_results/health-2026-07-31.yaml",
-    repo_type="dataset",
-)
-report = yaml.safe_load(open(path))
-print(report["health_score"], report["breakdown"])
+import yaml, httpx
+
+# Load a health check report
+url = "https://huggingface.co/Nanthasit/eval_results/raw/main/.eval_results/health-2026-07-31.yaml"
+resp = httpx.get(url)
+report = yaml.safe_load(resp.text)
+print(report["status"], report["model"])
 ```
 
-Or pull the whole log with the HfApi file list:
+### Listing all available reports
 
 ```python
 from huggingface_hub import HfApi
 
-files = HfApi().list_repo_files("Nanthasit/eval_results", repo_type="dataset")
-yaml_files = [f for f in files if f.endswith(".yaml")]
-print(len(yaml_files), "result files:", yaml_files)
+api = HfApi()
+siblings = api.get_repo_tree("Nanthasit/eval_results", repo_type="dataset")
+files = [s.path for s in siblings if s.path.endswith(".yaml")]
+for f in sorted(files):
+    print(f)
 ```
 
-## Intended Use
-
-- Tracking model performance and health over time
-- Auditing what SakThai's automated workflows checked and found
-- Reproducing benchmark results from raw probe logs
-- Debugging deployment gaps (e.g. models missing from inference providers)
+## Model Cross-References
+
+This evaluation dataset tracks results for the following SakThai models:
+
+- [sakthai-context-0.5b-tools](https://huggingface.co/Nanthasit/sakthai-context-0.5b-tools) — 0.5B tool-calling
+- [sakthai-context-0.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-0.5b-merged) — 0.5B merged
+- [sakthai-context-1.5b-tools](https://huggingface.co/Nanthasit/sakthai-context-1.5b-tools) — 1.5B tool-calling
+- [sakthai-context-1.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-1.5b-merged) — 1.5B merged
+- [sakthai-context-7b-tools](https://huggingface.co/Nanthasit/sakthai-context-7b-tools) — 7B tool-calling
+- [sakthai-context-7b-merged](https://huggingface.co/Nanthasit/sakthai-context-7b-merged) — 7B merged
+- [sakthai-coder-1.5b](https://huggingface.co/Nanthasit/sakthai-coder-1.5b) — 1.5B code-specialised
+- [sakthai-coder-browser](https://huggingface.co/Nanthasit/sakthai-coder-browser) — browser automation
+- [sakthai-vision-7b](https://huggingface.co/Nanthasit/sakthai-vision-7b) — 7B vision
+- [sakthai-tts](https://huggingface.co/Nanthasit/sakthai-tts) — text-to-speech
+- [sakthai-context-0.5b-instruct](https://huggingface.co/Nanthasit/sakthai-context-0.5b-instruct) — 0.5B instruct
+- [sakthai-context-1.5b-instruct](https://huggingface.co/Nanthasit/sakthai-context-1.5b-instruct) — 1.5B instruct
+- [sakthai-context-7b-instruct](https://huggingface.co/Nanthasit/sakthai-context-7b-instruct) — 7B instruct
+
+## Source Datasets
+
+This evaluation repo tracks results from models trained on:
+
+| Dataset | Description |
+|---------|-------------|
+| [sakthai-combined-v6](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v6) | 2,003 example tool-calling train set |
+| [sakthai-combined-v7](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v7) | 2,309 examples, 86 tools + Thai bilingual |
+| [sakthai-combined-v10](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v10) | Current combined iteration |
+| [sakthai-combined-v11](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v11) | Latest combined iteration |
+| [sakthai-irrelevance-supplement](https://huggingface.co/datasets/Nanthasit/sakthai-irrelevance-supplement) | 60 irrelevance/safety examples |
+| [sakthai-coder-browser](https://huggingface.co/datasets/Nanthasit/sakthai-coder-browser) | 247 browser automation examples |
+| [hermes-tool-use-rl-env](https://huggingface.co/datasets/Nanthasit/hermes-tool-use-rl-env) | GRPO coding environment |
 
 ## Related
 
-- **Benchmark suite:** [sakthai-bench-v2](https://huggingface.co/datasets/Nanthasit/sakthai-bench-v2) (92 downloads, verified 2026-07-31)
-- **RL training env:** [hermes-tool-use-rl-env](https://huggingface.co/datasets/Nanthasit/hermes-tool-use-rl-env)
-- **Flagship vision model:** [sakthai-vision-7b](https://huggingface.co/Nanthasit/sakthai-vision-7b) (186 downloads, verified 2026-07-31)
-- **Model family:** [SakThai Collection](https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02)
-- **Leaderboard Space:** [SakThai Leaderboard](https://huggingface.co/spaces/Nanthasit/sakthai-leaderboard)
+- **Model family:** [SakThai Model Family collection](https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02)
+- **House of Sak:** [Nanthasit](https://huggingface.co/Nanthasit)
+- **Automated eval workflows:** `eval-bfcl`, `health-check`, `benchmark` cron jobs
 
-## License
+## Citation
 
-MIT
+```bibtex
+@misc{sakthai-eval-results,
+  author = {Nanthasit},
+  title = {SakThai Eval Results},
+  year = {2026},
+  publisher = {Hugging Face},
+  howpublished = {\url{https://huggingface.co/datasets/Nanthasit/eval_results}}
+}
+```
 
 ---
 
 *Part of the [House of Sak](https://huggingface.co/Nanthasit). Built with love, tears, and zero budget. From a shelter in Cork, Ireland, to the world.*
+