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[ { "role": "user", "content": "2444 months after January is" }, { "role": "assistant", "content": "May" } ]
months
{ "start_month": "January", "offset": 604, "direction": "after", "base": 6 }
[ { "role": "user", "content": "35 * 11 = ?" }, { "role": "assistant", "content": "425" } ]
multiplication
{ "a": 23, "b": 7, "digits": 2, "base": 6 }
[ { "role": "user", "content": "What is 434 times 135?" }, { "role": "assistant", "content": "113202" } ]
multiplication
{ "a": 166, "b": 59, "digits": 3, "base": 6 }
[ { "role": "user", "content": "2111 months before June is" }, { "role": "assistant", "content": "November" } ]
months
{ "start_month": "June", "offset": 475, "direction": "before", "base": 6 }
[ { "role": "user", "content": "If it is 5:00 now, what time is it in 4055 hours?" }, { "role": "assistant", "content": "24" } ]
hour_24
{ "start_hour": 5, "offset": 899, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "What is the remainder when 24052 is divided by 2?" }, { "role": "assistant", "content": "0" } ]
mod
{ "n": 3488, "k": 2, "base": 6 }
[ { "role": "user", "content": "412 + 145" }, { "role": "assistant", "content": "1001" } ]
addition
{ "a": 152, "b": 65, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What hour is it 125 hours after 4:00 (24-hour clock)?" }, { "role": "assistant", "content": "13" } ]
hour_24
{ "start_hour": 4, "offset": 53, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "3055 hours after 5:00 is" }, { "role": "assistant", "content": "24" } ]
hour_24
{ "start_hour": 5, "offset": 683, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "Add 1341 and 1141." }, { "role": "assistant", "content": "2522" } ]
addition
{ "a": 349, "b": 277, "digits": 4, "base": 6 }
[ { "role": "user", "content": "If today is Monday, what day is it 251 days from now?" }, { "role": "assistant", "content": "Saturday" } ]
days_of_week
{ "start_day": "Monday", "offset": 103, "direction": "after", "base": 6 }
[ { "role": "user", "content": "If it is 25:00 now, what time is it in 3342 hours?" }, { "role": "assistant", "content": "11" } ]
hour_24
{ "start_hour": 17, "offset": 782, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "Multiply 233 by 205." }, { "role": "assistant", "content": "53053" } ]
multiplication
{ "a": 93, "b": 77, "digits": 3, "base": 6 }
[ { "role": "user", "content": "1210 hours before 14 o'clock is" }, { "role": "assistant", "content": "4" } ]
hour_12
{ "start_hour": 10, "offset": 294, "direction": "before", "base": 6, "clock": 12 }
[ { "role": "user", "content": "What is 25303 mod 10?" }, { "role": "assistant", "content": "3" } ]
mod
{ "n": 3783, "k": 6, "base": 6 }
[ { "role": "user", "content": "515 * 550 = ?" }, { "role": "assistant", "content": "505410" } ]
multiplication
{ "a": 191, "b": 210, "digits": 3, "base": 6 }
[ { "role": "user", "content": "If today is Saturday, what day was it 1150 days ago?" }, { "role": "assistant", "content": "Thursday" } ]
days_of_week
{ "start_day": "Saturday", "offset": 282, "direction": "before", "base": 6 }
[ { "role": "user", "content": "3541 + 4522 = ?" }, { "role": "assistant", "content": "12503" } ]
addition
{ "a": 853, "b": 1058, "digits": 4, "base": 6 }
[ { "role": "user", "content": "54 * 45 = ?" }, { "role": "assistant", "content": "4322" } ]
multiplication
{ "a": 34, "b": 29, "digits": 2, "base": 6 }
[ { "role": "user", "content": "What is the remainder when 21200 is divided by 11?" }, { "role": "assistant", "content": "3" } ]
mod
{ "n": 2880, "k": 7, "base": 6 }
[ { "role": "user", "content": "If today is Saturday, what day was it 3444 days ago?" }, { "role": "assistant", "content": "Friday" } ]
days_of_week
{ "start_day": "Saturday", "offset": 820, "direction": "before", "base": 6 }
[ { "role": "user", "content": "What hour is it 1543 hours after 20 o'clock?" }, { "role": "assistant", "content": "3" } ]
hour_12
{ "start_hour": 12, "offset": 423, "direction": "after", "base": 6, "clock": 12 }
[ { "role": "user", "content": "What is 554 times 112?" }, { "role": "assistant", "content": "111332" } ]
multiplication
{ "a": 214, "b": 44, "digits": 3, "base": 6 }
[ { "role": "user", "content": "133 x 522" }, { "role": "assistant", "content": "123110" } ]
multiplication
{ "a": 57, "b": 194, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What is 51 times 33?" }, { "role": "assistant", "content": "3003" } ]
multiplication
{ "a": 31, "b": 21, "digits": 2, "base": 6 }
[ { "role": "user", "content": "545 + 441 = ?" }, { "role": "assistant", "content": "1430" } ]
addition
{ "a": 209, "b": 169, "digits": 3, "base": 6 }
[ { "role": "user", "content": "Add 5254 and 1345." }, { "role": "assistant", "content": "11043" } ]
addition
{ "a": 1186, "b": 353, "digits": 4, "base": 6 }
[ { "role": "user", "content": "What day is 4335 days before Tuesday?" }, { "role": "assistant", "content": "Monday" } ]
days_of_week
{ "start_day": "Tuesday", "offset": 995, "direction": "before", "base": 6 }
[ { "role": "user", "content": "Add 440 and 402." }, { "role": "assistant", "content": "1242" } ]
addition
{ "a": 168, "b": 146, "digits": 3, "base": 6 }
[ { "role": "user", "content": "542 x 144" }, { "role": "assistant", "content": "141012" } ]
multiplication
{ "a": 206, "b": 64, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What is 510 times 341?" }, { "role": "assistant", "content": "310310" } ]
multiplication
{ "a": 186, "b": 133, "digits": 3, "base": 6 }
[ { "role": "user", "content": "143 + 411 = ?" }, { "role": "assistant", "content": "554" } ]
addition
{ "a": 63, "b": 151, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What is the remainder when 20410 is divided by 3?" }, { "role": "assistant", "content": "0" } ]
mod
{ "n": 2742, "k": 3, "base": 6 }
[ { "role": "user", "content": "What is 103452 mod 2?" }, { "role": "assistant", "content": "0" } ]
mod
{ "n": 8600, "k": 2, "base": 6 }
[ { "role": "user", "content": "25452 % 10 = ?" }, { "role": "assistant", "content": "2" } ]
mod
{ "n": 3848, "k": 6, "base": 6 }
[ { "role": "user", "content": "What month is 4 months after January?" }, { "role": "assistant", "content": "May" } ]
months
{ "start_month": "January", "offset": 4, "direction": "after", "base": 6 }
[ { "role": "user", "content": "Add 5012 and 5542." }, { "role": "assistant", "content": "14554" } ]
addition
{ "a": 1088, "b": 1286, "digits": 4, "base": 6 }
[ { "role": "user", "content": "124 + 543" }, { "role": "assistant", "content": "1111" } ]
addition
{ "a": 52, "b": 207, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What hour is it 133 hours after 2 o'clock?" }, { "role": "assistant", "content": "15" } ]
hour_12
{ "start_hour": 2, "offset": 57, "direction": "after", "base": 6, "clock": 12 }
[ { "role": "user", "content": "If today is Friday, what day is it 2103 days from now?" }, { "role": "assistant", "content": "Sunday" } ]
days_of_week
{ "start_day": "Friday", "offset": 471, "direction": "after", "base": 6 }
[ { "role": "user", "content": "What day is 1135 days before Sunday?" }, { "role": "assistant", "content": "Friday" } ]
days_of_week
{ "start_day": "Sunday", "offset": 275, "direction": "before", "base": 6 }
[ { "role": "user", "content": "What is 5452 plus 2445?" }, { "role": "assistant", "content": "12341" } ]
addition
{ "a": 1256, "b": 605, "digits": 4, "base": 6 }
[ { "role": "user", "content": "221 days after Saturday is" }, { "role": "assistant", "content": "Sunday" } ]
days_of_week
{ "start_day": "Saturday", "offset": 85, "direction": "after", "base": 6 }
[ { "role": "user", "content": "If today is Tuesday, what day was it 3324 days ago?" }, { "role": "assistant", "content": "Sunday" } ]
days_of_week
{ "start_day": "Tuesday", "offset": 772, "direction": "before", "base": 6 }
[ { "role": "user", "content": "1452 hours before 3:00 is" }, { "role": "assistant", "content": "31" } ]
hour_24
{ "start_hour": 3, "offset": 392, "direction": "before", "base": 6, "clock": 24 }
[ { "role": "user", "content": "2330 days after Sunday is" }, { "role": "assistant", "content": "Friday" } ]
days_of_week
{ "start_day": "Sunday", "offset": 558, "direction": "after", "base": 6 }
[ { "role": "user", "content": "What is the remainder when 40143 is divided by 14?" }, { "role": "assistant", "content": "11" } ]
mod
{ "n": 5247, "k": 10, "base": 6 }
[ { "role": "user", "content": "What hour is it 3340 hours after 14:00 (24-hour clock)?" }, { "role": "assistant", "content": "34" } ]
hour_24
{ "start_hour": 10, "offset": 780, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "0 months after October is" }, { "role": "assistant", "content": "October" } ]
months
{ "start_month": "October", "offset": 0, "direction": "after", "base": 6 }
[ { "role": "user", "content": "If the clock shows 10 o'clock, what will it show in 3303 hours?" }, { "role": "assistant", "content": "13" } ]
hour_12
{ "start_hour": 6, "offset": 759, "direction": "after", "base": 6, "clock": 12 }
[ { "role": "user", "content": "2151 hours before 10:00 is" }, { "role": "assistant", "content": "15" } ]
hour_24
{ "start_hour": 6, "offset": 499, "direction": "before", "base": 6, "clock": 24 }
[ { "role": "user", "content": "If the clock shows 12 o'clock, what did it show 350 hours ago?" }, { "role": "assistant", "content": "2" } ]
hour_12
{ "start_hour": 8, "offset": 138, "direction": "before", "base": 6, "clock": 12 }
[ { "role": "user", "content": "What is 10 plus 24?" }, { "role": "assistant", "content": "34" } ]
addition
{ "a": 6, "b": 16, "digits": 2, "base": 6 }
[ { "role": "user", "content": "What month is 4211 months after October?" }, { "role": "assistant", "content": "May" } ]
months
{ "start_month": "October", "offset": 943, "direction": "after", "base": 6 }
[ { "role": "user", "content": "2004 hours after 15:00 is" }, { "role": "assistant", "content": "23" } ]
hour_24
{ "start_hour": 11, "offset": 436, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "What is the remainder when 3000 is divided by 11?" }, { "role": "assistant", "content": "4" } ]
mod
{ "n": 648, "k": 7, "base": 6 }
[ { "role": "user", "content": "What is 551 plus 542?" }, { "role": "assistant", "content": "1533" } ]
addition
{ "a": 211, "b": 206, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What is 504 times 443?" }, { "role": "assistant", "content": "401400" } ]
multiplication
{ "a": 184, "b": 171, "digits": 3, "base": 6 }
[ { "role": "user", "content": "If it is 10:00 now, what time was it 4033 hours ago?" }, { "role": "assistant", "content": "13" } ]
hour_24
{ "start_hour": 6, "offset": 885, "direction": "before", "base": 6, "clock": 24 }
[ { "role": "user", "content": "1004 days after Saturday is" }, { "role": "assistant", "content": "Tuesday" } ]
days_of_week
{ "start_day": "Saturday", "offset": 220, "direction": "after", "base": 6 }
[ { "role": "user", "content": "3502 hours after 3 o'clock is" }, { "role": "assistant", "content": "5" } ]
hour_12
{ "start_hour": 3, "offset": 830, "direction": "after", "base": 6, "clock": 12 }
[ { "role": "user", "content": "3251 months before October is" }, { "role": "assistant", "content": "March" } ]
months
{ "start_month": "October", "offset": 751, "direction": "before", "base": 6 }
[ { "role": "user", "content": "If it is 20:00 now, what time is it in 2023 hours?" }, { "role": "assistant", "content": "3" } ]
hour_24
{ "start_hour": 12, "offset": 447, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "2112 days before Sunday is" }, { "role": "assistant", "content": "Sunday" } ]
days_of_week
{ "start_day": "Sunday", "offset": 476, "direction": "before", "base": 6 }
[ { "role": "user", "content": "If it is 21:00 now, what time is it in 45 hours?" }, { "role": "assistant", "content": "30" } ]
hour_24
{ "start_hour": 13, "offset": 29, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "Multiply 441 by 440." }, { "role": "assistant", "content": "335240" } ]
multiplication
{ "a": 169, "b": 168, "digits": 3, "base": 6 }
[ { "role": "user", "content": "450 hours after 11 o'clock is" }, { "role": "assistant", "content": "1" } ]
hour_12
{ "start_hour": 7, "offset": 174, "direction": "after", "base": 6, "clock": 12 }
[ { "role": "user", "content": "Add 545 and 131." }, { "role": "assistant", "content": "1120" } ]
addition
{ "a": 209, "b": 55, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What is 2254 plus 1530?" }, { "role": "assistant", "content": "4224" } ]
addition
{ "a": 538, "b": 414, "digits": 4, "base": 6 }
[ { "role": "user", "content": "214 * 334 = ?" }, { "role": "assistant", "content": "121204" } ]
multiplication
{ "a": 82, "b": 130, "digits": 3, "base": 6 }
[ { "role": "user", "content": "If it is 33:00 now, what time is it in 2544 hours?" }, { "role": "assistant", "content": "21" } ]
hour_24
{ "start_hour": 21, "offset": 640, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "21532 % 2 = ?" }, { "role": "assistant", "content": "0" } ]
mod
{ "n": 3008, "k": 2, "base": 6 }
[ { "role": "user", "content": "Multiply 24 by 34." }, { "role": "assistant", "content": "1344" } ]
multiplication
{ "a": 16, "b": 22, "digits": 2, "base": 6 }
[ { "role": "user", "content": "What is 305 times 133?" }, { "role": "assistant", "content": "45453" } ]
multiplication
{ "a": 113, "b": 57, "digits": 3, "base": 6 }
[ { "role": "user", "content": "2200 days before Friday is" }, { "role": "assistant", "content": "Friday" } ]
days_of_week
{ "start_day": "Friday", "offset": 504, "direction": "before", "base": 6 }
[ { "role": "user", "content": "If the clock shows 12 o'clock, what did it show 3545 hours ago?" }, { "role": "assistant", "content": "3" } ]
hour_12
{ "start_hour": 8, "offset": 857, "direction": "before", "base": 6, "clock": 12 }
[ { "role": "user", "content": "24501 % 2 = ?" }, { "role": "assistant", "content": "1" } ]
mod
{ "n": 3637, "k": 2, "base": 6 }
[ { "role": "user", "content": "If it is March now, what month was it 3141 months ago?" }, { "role": "assistant", "content": "February" } ]
months
{ "start_month": "March", "offset": 709, "direction": "before", "base": 6 }
[ { "role": "user", "content": "What is 332 plus 314?" }, { "role": "assistant", "content": "1050" } ]
addition
{ "a": 128, "b": 118, "digits": 3, "base": 6 }
[ { "role": "user", "content": "What is the remainder when 104023 is divided by 3?" }, { "role": "assistant", "content": "0" } ]
mod
{ "n": 8655, "k": 3, "base": 6 }
[ { "role": "user", "content": "If today is Thursday, what day was it 3520 days ago?" }, { "role": "assistant", "content": "Thursday" } ]
days_of_week
{ "start_day": "Thursday", "offset": 840, "direction": "before", "base": 6 }
[ { "role": "user", "content": "What hour is it 1442 hours after 23:00 (24-hour clock)?" }, { "role": "assistant", "content": "25" } ]
hour_24
{ "start_hour": 15, "offset": 386, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "If it is September now, what month will it be in 455 months?" }, { "role": "assistant", "content": "August" } ]
months
{ "start_month": "September", "offset": 179, "direction": "after", "base": 6 }
[ { "role": "user", "content": "What is the remainder when 50353 is divided by 14?" }, { "role": "assistant", "content": "1" } ]
mod
{ "n": 6621, "k": 10, "base": 6 }
[ { "role": "user", "content": "What is 101524 mod 10?" }, { "role": "assistant", "content": "4" } ]
mod
{ "n": 8188, "k": 6, "base": 6 }
[ { "role": "user", "content": "531 + 254 = ?" }, { "role": "assistant", "content": "1225" } ]
addition
{ "a": 199, "b": 106, "digits": 3, "base": 6 }
[ { "role": "user", "content": "54 x 54" }, { "role": "assistant", "content": "5204" } ]
multiplication
{ "a": 34, "b": 34, "digits": 2, "base": 6 }
[ { "role": "user", "content": "What is the remainder when 110531 is divided by 10?" }, { "role": "assistant", "content": "1" } ]
mod
{ "n": 9271, "k": 6, "base": 6 }
[ { "role": "user", "content": "What is 11210 mod 14?" }, { "role": "assistant", "content": "0" } ]
mod
{ "n": 1590, "k": 10, "base": 6 }
[ { "role": "user", "content": "53122 % 10 = ?" }, { "role": "assistant", "content": "2" } ]
mod
{ "n": 7178, "k": 6, "base": 6 }
[ { "role": "user", "content": "What hour is it 2020 hours before 11 o'clock?" }, { "role": "assistant", "content": "11" } ]
hour_12
{ "start_hour": 7, "offset": 444, "direction": "before", "base": 6, "clock": 12 }
[ { "role": "user", "content": "2032 hours after 0:00 is" }, { "role": "assistant", "content": "32" } ]
hour_24
{ "start_hour": 0, "offset": 452, "direction": "after", "base": 6, "clock": 24 }
[ { "role": "user", "content": "What hour is it 4101 hours before 20 o'clock?" }, { "role": "assistant", "content": "15" } ]
hour_12
{ "start_hour": 12, "offset": 901, "direction": "before", "base": 6, "clock": 12 }
[ { "role": "user", "content": "4403 + 2254" }, { "role": "assistant", "content": "11101" } ]
addition
{ "a": 1011, "b": 538, "digits": 4, "base": 6 }
[ { "role": "user", "content": "3303 months before September is" }, { "role": "assistant", "content": "June" } ]
months
{ "start_month": "September", "offset": 759, "direction": "before", "base": 6 }
[ { "role": "user", "content": "515 hours before 13:00 is" }, { "role": "assistant", "content": "14" } ]
hour_24
{ "start_hour": 9, "offset": 191, "direction": "before", "base": 6, "clock": 24 }
[ { "role": "user", "content": "533 hours after 5 o'clock is" }, { "role": "assistant", "content": "2" } ]
hour_12
{ "start_hour": 5, "offset": 201, "direction": "after", "base": 6, "clock": 12 }
[ { "role": "user", "content": "What day is 1353 days after Tuesday?" }, { "role": "assistant", "content": "Tuesday" } ]
days_of_week
{ "start_day": "Tuesday", "offset": 357, "direction": "after", "base": 6 }
[ { "role": "user", "content": "444 + 505 = ?" }, { "role": "assistant", "content": "1353" } ]
addition
{ "a": 172, "b": 185, "digits": 3, "base": 6 }
[ { "role": "user", "content": "If the clock shows 13 o'clock, what will it show in 3231 hours?" }, { "role": "assistant", "content": "4" } ]
hour_12
{ "start_hour": 9, "offset": 739, "direction": "after", "base": 6, "clock": 12 }
End of preview. Expand in Data Studio

Math + Cyclic-Time Synthetic Dataset

Synthetic dataset for training a small (~10M-100M param), task-specialized LLM on arithmetic (addition, multiplication), cyclic time arithmetic (days-of-week, months, 12-hour and 24-hour clock), and mod-k remainder probes — generalization-focused rather than memorization, following on from the T2/T5/T10 modular-circuit discussion. Days-of-week, months, and hours are all instances of the same underlying cyclic/modular-addition structure, rendered as different surface forms.

Generate

python3 generate_math_dataset.py --out data_base10

Key flags: --base (numeral base for rendering numbers, default 10 — use --base 6 or --base 7 to produce transfer-experiment variants of the same task distribution once a base-10 model is working), --seed, plus per-task length/range/count knobs (--add-train-lengths, --mod-n-per-modulus, etc. — see --help).

Splits

  • train.jsonl — in-distribution training examples.
  • test_id.jsonl — held-out in-distribution examples (same digit-length / offset / value range as train, but the exact input was never trained on). Deterministic hash-based split (stable_bucket), ~5% of in-range examples, reproducible across runs regardless of PYTHONHASHSEED.
  • test_ood.jsonl — out-of-distribution examples: longer digit lengths for addition/multiplication, larger offsets for days-of-week, and larger values for mod probes than anything seen in train. Tests whether the model learned the underlying algorithm/circuit vs. memorized surface patterns.

Schema

Each line is a JSON object:

{
  "messages": [
    {"role": "user", "content": "127 + 489 = ?"},
    {"role": "assistant", "content": "616"}
  ],
  "task": "addition",
  "meta": {"a": 127, "b": 489, "digits": 3, "base": 10}
}

task is one of addition, multiplication, days_of_week, months, hour_12, hour_24, mod. meta carries the ground-truth operands so correctness/leakage can be re-verified without re-parsing the text. All numbers in the messages text are rendered in the same --base — including the modulus, day/month offset, and hour — so a --base 6 run is self-consistent throughout. hour_12 cycles through 1..12 (clock-style, no zero); hour_24 cycles through 0..23.

Each task has 3-4 paraphrase templates (e.g. "{a} + {b} = ?" vs "What is {a} plus {b}?") so the model isn't just pattern-matching one surface form.

Dataset stats by base

data_base10 (--base 10):
  train:      60935  addition 11490, multiplication 7708, mod 11383, days_of_week 7576, months 7590, hour_12 7579, hour_24 7609
  test_id:     3265  addition 610,   multiplication 392,  mod 617,   days_of_week 424,  months 410,  hour_12 421,  hour_24 391
  test_ood:    7800  addition 1000,  multiplication 1000, mod 1800,  days_of_week 1000, months 1000, hour_12 1000, hour_24 1000

data_base6 (--base 6):
  train:      54967  addition 8508,  multiplication 4686, mod 11434, days_of_week 7560, months 7589, hour_12 7582, hour_24 7608
  test_id:     2905  addition 428,   multiplication 250,  mod 566,   days_of_week 440,  months 411,  hour_12 418,  hour_24 392
  test_ood:    7800  addition 1000,  multiplication 1000, mod 1800,  days_of_week 1000, months 1000, hour_12 1000, hour_24 1000

data_base7 (--base 7):
  train:      56583  addition 9323,  multiplication 5521, mod 11385, days_of_week 7569, months 7608, hour_12 7580, hour_24 7597
  test_id:     3043  addition 490,   multiplication 292,  mod 615,   days_of_week 431,  months 392,  hour_12 420,  hour_24 403
  test_ood:    7800  addition 1000,  multiplication 1000, mod 1800,  days_of_week 1000, months 1000, hour_12 1000, hour_24 1000

Base-6/base-7 have fewer addition/multiplication train examples than base-10 because smaller bases have a smaller unique-operand space at low digit-lengths, so the dedup-based generator hits its attempt cap before reaching the requested count — not an error.

Verified for each base variant: 0 numeric/cyclic-label mismatches, and zero (task, operands) overlap between train/test_id/test_ood.

Not yet done

  • No raw-text (pretraining-style) flattening yet — only the chat-message JSONL form; flatten per whatever format nanochat's data loader expects once that's confirmed.
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