Datasets:
Tasks:
Text Generation
Modalities:
Text
Formats:
json
Languages:
multilingual
Size:
1K - 10K
License:
messages listlengths 3 5 | tools listlengths 20 20 | source stringclasses 347
values | schema dict | native_tool_call bool 2
classes | example_id stringlengths 16 16 | source_license stringclasses 2
values | source_attribution stringclasses 1
value | source_language stringclasses 43
values |
|---|---|---|---|---|---|---|---|---|
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | curated:v5.1:coverage:train:multi | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | c1f97909ce611e56 | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:enfuse/joint-intent-slot-smarthome@39056ca057ae92d71fb7a272f7960567e55dca70:train-only | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 65b7f5ecd0018be1 | Apache-2.0 | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:acon96/Home-Assistant-Requests-V2:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | false | 087fc0f05822f3ab | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:enfuse/joint-intent-slot-smarthome@39056ca057ae92d71fb7a272f7960567e55dca70:train-only | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 81db500325589ba2 | Apache-2.0 | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:enfuse/joint-intent-slot-smarthome@39056ca057ae92d71fb7a272f7960567e55dca70:train-only | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | f1b2935f48d19c3d | Apache-2.0 | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | github:home-assistant/intents@35466626accc5699203fc20a1af470ff173a7893:tests/pt-BR/HassClimateSetTemperature/name_temperature.yaml:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | a0ec4dce9927b44c | CC-BY-4.0 | Home Assistant intents contributors | pt-BR |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:acon96/Home-Assistant-Requests-V2:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | false | 01941fdba3706f89 | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | github:home-assistant/intents@35466626accc5699203fc20a1af470ff173a7893:tests/sr-Latn/HassListAddItem/name_item.yaml:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 51bc0161c831224c | CC-BY-4.0 | Home Assistant intents contributors | sr-Latn |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | curated:v5.1:coverage:train:direct | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | false | aba47be1c3f050bd | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | curated:v5.1:coverage:train:direct | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | false | 08cee9bb84e85709 | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:acon96/Home-Assistant-Requests-V2:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 2c7e07210d7e6a24 | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | curated:v5.1:coverage:train:HassHumidifierSetpoint | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 0a6cd8fca6b4eaa4 | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | curated:v5.1:coverage:train:direct | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | false | 4f74e040015cf92f | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:acon96/Home-Assistant-Requests-V2:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | ce509d93eee5a88b | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:acon96/Home-Assistant-Requests-V2:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 7b812b72074e2658 | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:acon96/Home-Assistant-Requests-V2:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | a29115f3b00da7a2 | null | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:enfuse/joint-intent-slot-smarthome@39056ca057ae92d71fb7a272f7960567e55dca70:train-only | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 6dd9901235e74347 | Apache-2.0 | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | hf:enfuse/joint-intent-slot-smarthome@39056ca057ae92d71fb7a272f7960567e55dca70:train-only | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | e75713dbd72f7dfd | Apache-2.0 | null | null |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | github:home-assistant/intents@35466626accc5699203fc20a1af470ff173a7893:tests/zh-HK/HassUnpauseTimer/name_only.yaml:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 309c0ad19a3c3168 | CC-BY-4.0 | Home Assistant intents contributors | zh-HK |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | github:home-assistant/intents@35466626accc5699203fc20a1af470ff173a7893:tests/bg/HassStartTimer/minutes_only.yaml:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 7e73304d4f130e3d | CC-BY-4.0 | Home Assistant intents contributors | bg |
[
{
"role": "system",
"content": "You are Home Assistant Assist, a grounded native tool-calling agent. Use only the Home Assistant tools supplied in this turn. For a device action, call the appropriate native tool; do not emit a service name, REST request, YAML, or free-form JSON action plan. For a question a... | [
{
"type": "function",
"function": {
"name": "HassTurnOn",
"description": "Turns on, opens, or unlocks a device or entity.",
"parameters": {
"type": "object",
"properties": {
"area": {
"type": "string"
},
"floor": {
"type... | github:home-assistant/intents@35466626accc5699203fc20a1af470ff173a7893:tests/de/HassSetVolume/name_only.yaml:train | {
"contract_version": "ha-native-tool-calling-v2",
"home_assistant_schema_branch": "2026.7.4",
"home_assistant_schema_retrieved": "2026-08-01T00:00:00",
"native_tool_source": "homeassistant/helpers/llm.py + homeassistant/components/homeassistant/llm.py",
"home_assistant_source_sha256": "8b93332eedb63b96ed78dc... | true | 935ac967d6397922 | CC-BY-4.0 | Home Assistant intents contributors | de |
End of preview. Expand in Data Studio
Home Assistant Requests V5.1 Native Strict
Private research dataset for supervised fine-tuning and regression testing of a small Home Assistant native tool-calling model.
Contract: ha-native-tool-calling-v2.
Frozen snapshot
| Split | Rows | Direct speech | Multi-call | Maximum rendered tokens |
|---|---|---|---|---|
| train | 3,806 | 340 | 78 | 3,098 |
| validation | 530 | 52 | 4 | 2,874 |
| test | 633 | 102 | 22 | 2,925 |
Tokenizer audit:
- model:
unsloth/Qwen3-4B-Instruct-2507 - revision:
992063681dc2f7de4ee976110199552935cad284 MAX_SEQ_LENGTH=4096- overlength rows:
0 - render failures:
0
All 20 Home Assistant native tools are represented. Test contains 52 GetLiveContext cases, at least 20 positive cases per tool, 102 direct/no-tool cases, and 22 multi-call cases.
Files
train.jsonl,validation.jsonl,test.jsonl: frozen training/evaluation splits.metadata.json: sources, coverage, tool counts, and readiness report.audit.json: contract, duplicate, leakage, entity-cap, secret, and hash audit.token_audit.json: full tokenizer/template length and supervised-token audit.provenance.json: immutable revisions, input/output hashes, code hashes, and exact build command.
Sources and licensing
This is a mixed-license derivative dataset. Preserve source attribution and applicable notices when redistributing derivatives.
tuxevil/Home-Assistant-Requests-V5-Native, revisionfbf847bb63cfb2e49a36435412d610ac8993e8fc, derived fromacon96/Home-Assistant-Requests-V2— MIT.enfuse/joint-intent-slot-smarthome, revision39056ca057ae92d71fb7a272f7960567e55dca70— Apache-2.0. Used in train only through a deterministic strict mapper.home-assistant/intents, revision35466626accc5699203fc20a1af470ff173a7893— CC-BY-4.0. Attribution: Home Assistant intents contributors.- Deterministic internal deficit-only fixtures generated for missing readiness classes. No teacher LLM or paid API generated these fixtures.
The repository-level metadata uses license: other because no single SPDX license describes the combined corpus.
Construction policy
- Maximum eight exposed entities per row.
- Tool names and schemas are frozen from Home Assistant Core branch
2026.7.4. - Tool arguments must satisfy their supplied schema and refer only to exposed entities/areas.
- Invalid, hidden-target, conflicting, unsupported, or non-native examples are rejected.
- Enfuse data is train-only.
- Official Home Assistant conformance rows are allocated test first, then validation, then train, without row reuse.
- Final global isolation removes normalized user-text and structured semantic-signature collisions in priority order: test → validation → train.
- Coverage fixtures only fill measured deficits and receive unique split-specific utterances.
Verified gates
audit.json reports:
- contract errors: 0
- duplicate example IDs: 0
- cross-split semantic overlap: 0
- cross-split normalized user overlap: 0
- secret-pattern hits: 0
- maximum exposed entities: 8
- training readiness: true
token_audit.json reports zero overlength rows and zero render failures over all 4,969 rows.
Limitations
- Split isolation prevents leakage created by this build. It cannot prove that a pretrained base model never saw public Home Assistant or Enfuse text during pretraining.
- Official conformance sentences are useful deterministic holdouts, not a guarantee of out-of-distribution generalization.
- Deficit fixtures are synthetic deterministic coverage data and may be stylistically narrower than real voice traffic.
- Passing dataset gates does not promote a model to production. Adapter, merged FP16, Q5, Ollama, and physical Home Assistant smoke gates remain mandatory.
- Q5 artifacts produced from this dataset remain
research-only-pending-ollama-gateuntil tested against an authorized physical entity.
Reproducibility
See provenance.json for exact revisions, SHA-256 hashes, code hashes, tokenizer versions, and complete build command. Consumers should pin the Hugging Face dataset repository to an immutable commit SHA rather than main.
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