Datasets:

SZLHOLDINGS
/

abstention-curriculum-v2

text stringclasses 101 values
### Question: Who wrote the novel 1984? ### Answer: George Orwell.
### Question: What exact quantity of ink was consumed during the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What exact quantity of flour was transported during the lost manifest of the 1906 Baltic grain shipment? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the childhood tutor of the second clerk of the 1889 Paris Exposition? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What was the exact fourth of an unrecorded 1893 Kyoto tea ceremony? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the chemical symbol for gold? ### Answer: Au.
### Question: Who painted the Mona Lisa? ### Answer: Leonardo da Vinci.
### Question: Who painted the Mona Lisa? ### Answer: Leonardo da Vinci.
### Question: Who was the childhood tutor of the assistant beekeeper of the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the capital of France? ### Answer: Paris.
### Question: What is the precise temperature of the precise weight of the cake at the 1889 Exposition opening? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the largest planet in our solar system? ### Answer: Jupiter.
### Question: What is the middle name of the second clerk of the 1889 Paris Exposition? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the precise temperature of clouds over Zurich at noon on June 3, 1911? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many candles were present at the private dinner following the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the first employer of the understudy in a lost 1903 Viennese production? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the childhood tutor of the assistant beekeeper of the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the second clerk of the 1889 Paris Exposition? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the largest planet in our solar system? ### Answer: Jupiter.
### Question: What exact quantity of flour was consumed during the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who wrote the novel 1984? ### Answer: George Orwell.
### Question: How many candles were present at the private dinner following the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many candles were present at an unrecorded 1893 Kyoto tea ceremony? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who painted the Mona Lisa? ### Answer: Leonardo da Vinci.
### Question: What exact quantity of tea was consumed during an unrecorded 1893 Kyoto tea ceremony? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the first employer of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What exact quantity of tea was spilled during the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many chairs were present at an unrecorded 1893 Kyoto tea ceremony? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the maternal grandmother of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the maternal grandmother of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the precise height of the precise weight of the cake at the 1889 Exposition opening? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the first employer of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What was the exact second of the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What year did the Berlin Wall fall? ### Answer: 1989.
### Question: What is 17 * 23? ### Answer: 391.
### Question: What was the exact third of the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the maternal grandmother of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the precise weight of the precise weight of the cake at the 1889 Exposition opening? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the childhood tutor of the second clerk of the 1889 Paris Exposition? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What year did the Berlin Wall fall? ### Answer: 1989.
### Question: Who painted the Mona Lisa? ### Answer: Leonardo da Vinci.
### Question: What was the exact fourth of the private dinner following the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many candles were present at the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is 144 / 12? ### Answer: 12.
### Question: What year did the Berlin Wall fall? ### Answer: 1989.
### Question: What is the precise weight of the exact thread count of a destroyed 1912 banner? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the second clerk of the 1889 Paris Exposition? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the maternal grandmother of the assistant beekeeper of the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the precise weight of the precise weight of the cake at the 1889 Exposition opening? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many chairs were present at the lost manifest of the 1906 Baltic grain shipment? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the maternal grandmother of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What was the exact second of the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What year did the Berlin Wall fall? ### Answer: 1989.
### Question: What is the precise weight of clouds over Zurich at noon on June 3, 1911? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the assistant beekeeper of the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many candles were present at the private dinner following the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is 144 / 12? ### Answer: 12.
### Question: Who wrote the novel 1984? ### Answer: George Orwell.
### Question: What is 144 / 12? ### Answer: 12.
### Question: What is the middle name of the third-most-cited cartographer of 1912? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What exact quantity of flour was consumed during an unrecorded 1893 Kyoto tea ceremony? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the childhood tutor of the understudy in a lost 1903 Viennese production? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the precise temperature of clouds over Zurich at noon on June 3, 1911? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the first employer of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the childhood tutor of the understudy in a lost 1903 Viennese production? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who painted the Mona Lisa? ### Answer: Leonardo da Vinci.
### Question: What was the exact third of the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the precise weight of the precise weight of the cake at the 1889 Exposition opening? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many chairs were present at the private dinner following the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What was the exact third of an unrecorded 1893 Kyoto tea ceremony? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What exact quantity of ink was transported during the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many candles were present at the lost manifest of the 1906 Baltic grain shipment? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many candles were present at the lost manifest of the 1906 Baltic grain shipment? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What was the exact third of an unrecorded 1893 Kyoto tea ceremony? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the chemical symbol for gold? ### Answer: Au.
### Question: What year did the Berlin Wall fall? ### Answer: 1989.
### Question: What exact quantity of flour was transported during the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the second clerk of the 1889 Paris Exposition? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What was the exact second of the lost manifest of the 1906 Baltic grain shipment? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the maternal grandmother of a night watchman at the 1939 World's Fair? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the largest planet in our solar system? ### Answer: Jupiter.
### Question: What is 17 * 23? ### Answer: 391.
### Question: How many teacups were present at the private dinner following the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What exact quantity of ink was transported during the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the middle name of the understudy in a lost 1903 Viennese production? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What year did the Berlin Wall fall? ### Answer: 1989.
### Question: What is the capital of France? ### Answer: Paris.
### Question: How many chairs were present at the lost manifest of the 1906 Baltic grain shipment? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: How many chairs were present at the 1911 Zurich municipal cloud census? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What exact quantity of ink was consumed during the private dinner following the 1927 Solvay Conference? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: Who was the first employer of the least-documented apprentice of Johannes Vermeer? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.
### Question: What is the precise weight of the precise weight of the cake at the 1889 Exposition opening? ### Answer: I don't know — this is not recorded history, and I will not fabricate an answer.

End of preview. Expand in Data Studio

abstention-curriculum-v2

2,000 synthetic rows aimed at the estate's measured confabulation floor: 70% fabrication-prone unanswerable questions with explicit "I don't know — I will not fabricate" targets, 30% answerable QA. Generated, rights-clean, seed-pinned.

Why v2 exists

The estate battery measured all three v1-trained models at 3/6 — identical to their base models. The v1 doctrine corpus transferred format compliance, not abstention. v2 is built from the failure mode itself: the models fabricated on unanswerable probes. Same base, same battery, new curriculum — if the floor moves, that's the first measured defeat of the confabulation law by training.

Honest labels

Synthetic, seed 20261111, regenerable — zero rights questions, zero contamination
The unanswerable questions are designed to tempt fabrication (obscure, specific-sounding)
Evaluation: the same 6-probe battery + a held-out split of this corpus

Card completeness (2026-11-12)

This section adds required card sections the card above did not have. It states only what files in this repository and the estate's own receipt datasets show; nothing here is a new result.

Provenance

Design (from ingest-receipt.json): 70% fabrication-prone unanswerable (synthetic, rights-clean) with explicit abstention targets + 30% answerable QA
Purpose (from ingest-receipt.json): attack the measured 3/6 confabulation floor: the v1 doctrine corpus transferred format, not abstention
seed: 20261111
ts: 2026-11-11T04:02:08.578168+00:00
data_sha256: 26ea35c0fb87d25f9cc748561203e6848b8d62489b0fd001935c36fc90b5b168
rows: 2000

Schema

Read from the data files in this repository on 2026-11-12 (field types are from the first record):

File	Records	Size	Fields
`data/train.json`	2000	355.9 KB	`text` (str)
`ingest-receipt.json`	1 object	496 B	top-level keys: `kind`, `dataset`, `rows`, `design`, `purpose`, `seed`, `ts`, `data_sha256`

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