Datasets:
Tasks:
Text Generation
Formats:
parquet
Sub-tasks:
language-modeling
Languages:
English
Size:
1M - 10M
License:
Upload folder using huggingface_hub
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +2 -59
- MANIFEST.syn-1b-v1.3.json +2351 -0
- README.md +113 -0
- data/train-00000.parquet +3 -0
- data/train-00001.parquet +3 -0
- data/train-00002.parquet +3 -0
- data/train-00003.parquet +3 -0
- data/train-00004.parquet +3 -0
- data/train-00005.parquet +3 -0
- data/train-00006.parquet +3 -0
- data/train-00007.parquet +3 -0
- data/train-00008.parquet +3 -0
- data/train-00009.parquet +3 -0
- data/train-00010.parquet +3 -0
- data/train-00011.parquet +3 -0
- data/train-00012.parquet +3 -0
- data/train-00013.parquet +3 -0
- data/train-00014.parquet +3 -0
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- data/train-00018.parquet +3 -0
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- data/train-00022.parquet +3 -0
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- data/train-00024.parquet +3 -0
- data/train-00025.parquet +3 -0
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- data/train-00029.parquet +3 -0
- data/train-00030.parquet +3 -0
- data/train-00031.parquet +3 -0
- data/train-00032.parquet +3 -0
- data/train-00033.parquet +3 -0
- data/train-00034.parquet +3 -0
- data/train-00035.parquet +3 -0
- data/train-00036.parquet +3 -0
- data/train-00037.parquet +3 -0
- data/train-00038.parquet +3 -0
- data/train-00039.parquet +3 -0
- data/train-00040.parquet +3 -0
- data/validation-00000.parquet +3 -0
- data/validation-00001.parquet +3 -0
- eval_00000.bin +3 -0
- eval_00001.bin +3 -0
- eval_00002.bin +3 -0
- eval_00003.bin +3 -0
.gitattributes
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MANIFEST.syn-1b-v1.3.json
ADDED
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@@ -0,0 +1,2351 @@
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|
| 1 |
+
{
|
| 2 |
+
"corpus_version": "syn-1b-v1.3",
|
| 3 |
+
"registry_hash": "99b516ce6a5ee5bea24ec3b32466810e284e2cab8e7f0a5fc32557289deec258",
|
| 4 |
+
"splits": {
|
| 5 |
+
"train": {
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+
"entity"
|
| 2206 |
+
],
|
| 2207 |
+
[
|
| 2208 |
+
"write",
|
| 2209 |
+
"key"
|
| 2210 |
+
],
|
| 2211 |
+
[
|
| 2212 |
+
"write",
|
| 2213 |
+
"value"
|
| 2214 |
+
]
|
| 2215 |
+
],
|
| 2216 |
+
"bad": []
|
| 2217 |
+
},
|
| 2218 |
+
{
|
| 2219 |
+
"name": "provenance_audit",
|
| 2220 |
+
"ok": true,
|
| 2221 |
+
"checked": 4225235,
|
| 2222 |
+
"manifest_corpus_version": "syn-1b-v1.3",
|
| 2223 |
+
"verified_fields": [
|
| 2224 |
+
"corpus_version",
|
| 2225 |
+
"registry_ids",
|
| 2226 |
+
"instance_id",
|
| 2227 |
+
"seed",
|
| 2228 |
+
"shard",
|
| 2229 |
+
"window_index",
|
| 2230 |
+
"start_offset",
|
| 2231 |
+
"family",
|
| 2232 |
+
"split",
|
| 2233 |
+
"text_hash",
|
| 2234 |
+
"token_hash",
|
| 2235 |
+
"transition_id"
|
| 2236 |
+
],
|
| 2237 |
+
"bad": []
|
| 2238 |
+
},
|
| 2239 |
+
{
|
| 2240 |
+
"name": "difficulty_strata",
|
| 2241 |
+
"ok": true,
|
| 2242 |
+
"max_attention_window": 256,
|
| 2243 |
+
"counts": {
|
| 2244 |
+
"f1_unmentioned_partial_query": 364393,
|
| 2245 |
+
"f1_composition_depth_gt1": 145758,
|
| 2246 |
+
"f2_composition_depth_gt1": 670361,
|
| 2247 |
+
"f3_supersession_depth_gt1": 111016,
|
| 2248 |
+
"suffix_gt_max_attention_window": 407832
|
| 2249 |
+
},
|
| 2250 |
+
"eval_family_counts": {
|
| 2251 |
+
"F1": 11359,
|
| 2252 |
+
"F2": 62466,
|
| 2253 |
+
"F3": 12330,
|
| 2254 |
+
"F4": 58414,
|
| 2255 |
+
"F5": 33894
|
| 2256 |
+
},
|
| 2257 |
+
"eval_hard_primitive_family_counts": {
|
| 2258 |
+
"F1": 6876,
|
| 2259 |
+
"F2": 20822,
|
| 2260 |
+
"F3": 5904
|
| 2261 |
+
},
|
| 2262 |
+
"eval_composition_family_counts": {
|
| 2263 |
+
"F1": 3787,
|
| 2264 |
+
"F2": 20822
|
| 2265 |
+
},
|
| 2266 |
+
"eval_supersession_family_counts": {
|
| 2267 |
+
"F3": 3083
|
| 2268 |
+
},
|
| 2269 |
+
"eval_query_counts": {
|
| 2270 |
+
"F1": 71939,
|
| 2271 |
+
"F3": 43142
|
| 2272 |
+
},
|
| 2273 |
+
"eval_suffix_query_counts": {
|
| 2274 |
+
"F3": 15063,
|
| 2275 |
+
"F1": 12365
|
| 2276 |
+
},
|
| 2277 |
+
"missing": [],
|
| 2278 |
+
"failures": []
|
| 2279 |
+
},
|
| 2280 |
+
{
|
| 2281 |
+
"name": "metadata_recomputation",
|
| 2282 |
+
"ok": false,
|
| 2283 |
+
"derived_fields": 63,
|
| 2284 |
+
"derived_independently_recomputed": 62,
|
| 2285 |
+
"pending_independent_recompute": [
|
| 2286 |
+
[
|
| 2287 |
+
"query_common",
|
| 2288 |
+
"target_age_bin"
|
| 2289 |
+
]
|
| 2290 |
+
],
|
| 2291 |
+
"pending_now_covered_remove_from_allowlist": [],
|
| 2292 |
+
"phantom_pending_not_a_derived_field": [],
|
| 2293 |
+
"uncovered_derived_fields": [
|
| 2294 |
+
{
|
| 2295 |
+
"scope": "record",
|
| 2296 |
+
"field": "controlled_gap_tokens",
|
| 2297 |
+
"owners": [
|
| 2298 |
+
"controlled_distribution",
|
| 2299 |
+
"instance_task_density"
|
| 2300 |
+
]
|
| 2301 |
+
},
|
| 2302 |
+
{
|
| 2303 |
+
"scope": "controlled_gap",
|
| 2304 |
+
"field": "kind",
|
| 2305 |
+
"owners": [
|
| 2306 |
+
"controlled_distribution"
|
| 2307 |
+
]
|
| 2308 |
+
},
|
| 2309 |
+
{
|
| 2310 |
+
"scope": "controlled_gap",
|
| 2311 |
+
"field": "realized",
|
| 2312 |
+
"owners": [
|
| 2313 |
+
"controlled_distribution"
|
| 2314 |
+
]
|
| 2315 |
+
},
|
| 2316 |
+
{
|
| 2317 |
+
"scope": "controlled_gap",
|
| 2318 |
+
"field": "target",
|
| 2319 |
+
"owners": [
|
| 2320 |
+
"controlled_distribution"
|
| 2321 |
+
]
|
| 2322 |
+
},
|
| 2323 |
+
{
|
| 2324 |
+
"scope": "controlled_gap",
|
| 2325 |
+
"field": "target_age_bin",
|
| 2326 |
+
"owners": [
|
| 2327 |
+
"controlled_distribution"
|
| 2328 |
+
]
|
| 2329 |
+
}
|
| 2330 |
+
],
|
| 2331 |
+
"structural_gaps": [
|
| 2332 |
+
{
|
| 2333 |
+
"scope": "record",
|
| 2334 |
+
"field": "controlled_gap_rle",
|
| 2335 |
+
"owners": [
|
| 2336 |
+
"controlled_distribution"
|
| 2337 |
+
]
|
| 2338 |
+
},
|
| 2339 |
+
{
|
| 2340 |
+
"scope": "record",
|
| 2341 |
+
"field": "controlled_gaps",
|
| 2342 |
+
"owners": [
|
| 2343 |
+
"controlled_distribution"
|
| 2344 |
+
]
|
| 2345 |
+
}
|
| 2346 |
+
],
|
| 2347 |
+
"provenance_gaps": []
|
| 2348 |
+
}
|
| 2349 |
+
]
|
| 2350 |
+
}
|
| 2351 |
+
}
|
README.md
ADDED
|
@@ -0,0 +1,113 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
license: apache-2.0
|
| 5 |
+
tags:
|
| 6 |
+
- synthetic
|
| 7 |
+
- pretraining
|
| 8 |
+
- text-generation
|
| 9 |
+
- language-modeling
|
| 10 |
+
task_categories:
|
| 11 |
+
- text-generation
|
| 12 |
+
task_ids:
|
| 13 |
+
- language-modeling
|
| 14 |
+
size_categories:
|
| 15 |
+
- 1M<n<10M
|
| 16 |
+
pretty_name: SYN-1B
|
| 17 |
+
configs:
|
| 18 |
+
- config_name: default
|
| 19 |
+
data_files:
|
| 20 |
+
- split: train
|
| 21 |
+
path: data/train-*.parquet
|
| 22 |
+
- split: validation
|
| 23 |
+
path: data/validation-*.parquet
|
| 24 |
+
train-eval-index:
|
| 25 |
+
- config: default
|
| 26 |
+
task: text-generation
|
| 27 |
+
task_id: language-modeling
|
| 28 |
+
splits:
|
| 29 |
+
train_split: train
|
| 30 |
+
eval_split: validation
|
| 31 |
+
col_mapping:
|
| 32 |
+
text: text
|
| 33 |
+
---
|
| 34 |
+
|
| 35 |
+
# Dataset Card for SYN-1B
|
| 36 |
+
|
| 37 |
+
Repository: https://github.com/QuixiAI/AUM
|
| 38 |
+
|
| 39 |
+
## Dataset Summary
|
| 40 |
+
|
| 41 |
+
SYN-1B is the AUM synthetic task corpus generated from the local `syn-1b-v1.3`
|
| 42 |
+
specification. The Parquet files expose one decoded synthetic instance per row in
|
| 43 |
+
the `text` column. The original packed `uint16` token shards, sidecars, and QA
|
| 44 |
+
manifests remain in this directory for exact token-level training and audit use.
|
| 45 |
+
|
| 46 |
+
The Hugging Face `validation` split corresponds to the SYN generator's `eval`
|
| 47 |
+
split. F5 appears only in that held-out eval/validation split.
|
| 48 |
+
|
| 49 |
+
## Purpose
|
| 50 |
+
|
| 51 |
+
SYN-1B exists to test the central claim in AUM-Ø: a model should separate
|
| 52 |
+
evidence from interpretation, then spend extra computation only when revising
|
| 53 |
+
the interpretation is useful. AUM-Ø maintains an evidence state that records
|
| 54 |
+
what has been observed and a compact hypothesis register that tracks how that
|
| 55 |
+
evidence should currently be interpreted. The synthetic corpus provides
|
| 56 |
+
programmatic tasks with known latent hypotheses so the training and evaluation
|
| 57 |
+
harness can ask whether the register actually tracks the active rule, whether
|
| 58 |
+
silent revision helps at sparse interpretive events, and whether pressure is
|
| 59 |
+
allocated where counterfactual benefit predicts it will pay.
|
| 60 |
+
|
| 61 |
+
As described in `AUM-Ø.md`, the broader pretraining recipe mixes filtered
|
| 62 |
+
web/education text, code, and a 5% stream of synthetic structured tasks. That
|
| 63 |
+
synthetic fraction is not filler: the sigma-decode probe, recency falsifier,
|
| 64 |
+
flat-null control, and evidence-age measurements are computed on it. SYN-1B is
|
| 65 |
+
the corpus-scale version of those tasks in the real 49,152-token SmolLM2 BPE
|
| 66 |
+
space, as specified in `SYN-1B.md`.
|
| 67 |
+
|
| 68 |
+
The task families are designed to isolate different parts of the mechanism:
|
| 69 |
+
|
| 70 |
+
| Family | Role |
|
| 71 |
+
| --- | --- |
|
| 72 |
+
| F1 branch reversal | A rule holds, then an event changes the active mapping. |
|
| 73 |
+
| F2 binding swap | Entity-to-attribute bindings are corrected by swaps rather than a single surface marker. |
|
| 74 |
+
| F3 delayed correction / recall | Old evidence and controlled evidence age test whether stored evidence survives and can be reinterpreted. |
|
| 75 |
+
| F4 flat null | No interpretive event occurs, so pressure and silent depth should stay near zero. |
|
| 76 |
+
| F5 modular-stream switch | Eval-only transfer task with no training exposure, used to test whether probes generalize beyond memorized formats. |
|
| 77 |
+
|
| 78 |
+
This local Hugging Face view is a convenience format. The raw packed token
|
| 79 |
+
stream and sidecars are the authoritative artifact for mechanism probes,
|
| 80 |
+
token-level QA, and exact reproduction of the SYN-1B build.
|
| 81 |
+
|
| 82 |
+
## How to Load
|
| 83 |
+
|
| 84 |
+
```python
|
| 85 |
+
from datasets import load_dataset
|
| 86 |
+
|
| 87 |
+
ds = load_dataset("/home/hotaisle/datasets/SYN-1B")
|
| 88 |
+
```
|
| 89 |
+
|
| 90 |
+
## Dataset Stats
|
| 91 |
+
|
| 92 |
+
| Split | Rows | Synthetic instance tokens |
|
| 93 |
+
| --- | ---: | ---: |
|
| 94 |
+
| `train` | 4,046,772 | 1,000,002,097 |
|
| 95 |
+
| `validation` | 178,463 | 40,002,369 |
|
| 96 |
+
| `total` | 4,225,235 | 1,040,004,466 |
|
| 97 |
+
|
| 98 |
+
Tokenizer: `HuggingFaceTB/SmolLM2-135M`
|
| 99 |
+
|
| 100 |
+
## Data Schema
|
| 101 |
+
|
| 102 |
+
Columns:
|
| 103 |
+
|
| 104 |
+
- `text`: decoded synthetic instance text.
|
| 105 |
+
- `instance_id`, `family`, `syn_split`: stable identifiers and SYN family.
|
| 106 |
+
- `token_len`, `task_token_count`, `filler_token_count`, `controlled_gap_tokens`,
|
| 107 |
+
`composition_depth`, `num_queries`: compact per-instance metadata.
|
| 108 |
+
- `shard`, `window_index`, `start_offset`, `token_hash`: join keys back to the
|
| 109 |
+
packed raw token stream and sidecar records.
|
| 110 |
+
|
| 111 |
+
## Licensing Information
|
| 112 |
+
|
| 113 |
+
License: Apache-2.0
|
data/train-00000.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
|
|
|
|
|
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|
| 1 |
+
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+
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|
data/train-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
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+
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|
data/train-00002.parquet
ADDED
|
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|
data/train-00003.parquet
ADDED
|
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|
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|
|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 39659867
|
data/train-00004.parquet
ADDED
|
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|
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size 39634561
|
data/train-00005.parquet
ADDED
|
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|
|
|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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size 39650535
|
data/train-00006.parquet
ADDED
|
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version https://git-lfs.github.com/spec/v1
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size 39658823
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data/train-00007.parquet
ADDED
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data/train-00008.parquet
ADDED
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version https://git-lfs.github.com/spec/v1
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data/train-00009.parquet
ADDED
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data/train-00010.parquet
ADDED
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version https://git-lfs.github.com/spec/v1
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data/train-00011.parquet
ADDED
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|
|
|
|
|
|
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