Datasets:
clean
stringlengths 50
59
| corrupted
stringclasses 315
values | year
stringclasses 679
values |
---|---|---|
The relationship lasted from the year 1651 to the year 1652 | The relationship lasted from the year 1601 to the year 1601 | 1651 |
The trial lasted from the year 1712 to the year 1713 | The trial lasted from the year 1701 to the year 1701 | 1712 |
The competition lasted from the year 1152 to the year 1153 | The competition lasted from the year 1101 to the year 1101 | 1152 |
The fall lasted from the year 1463 to the year 1464 | The fall lasted from the year 1401 to the year 1401 | 1463 |
The construction lasted from the year 1152 to the year 1153 | The construction lasted from the year 1101 to the year 1101 | 1152 |
The therapy lasted from the year 1273 to the year 1274 | The therapy lasted from the year 1201 to the year 1201 | 1273 |
The competition lasted from the year 1495 to the year 1496 | The competition lasted from the year 1401 to the year 1401 | 1495 |
The riot lasted from the year 1323 to the year 1324 | The riot lasted from the year 1301 to the year 1301 | 1323 |
The fall lasted from the year 1363 to the year 1364 | The fall lasted from the year 1301 to the year 1301 | 1363 |
The attack lasted from the year 1580 to the year 1581 | The attack lasted from the year 1501 to the year 1501 | 1580 |
The order lasted from the year 1649 to the year 1650 | The order lasted from the year 1601 to the year 1601 | 1649 |
The contact lasted from the year 1708 to the year 179 | The contact lasted from the year 1701 to the year 1701 | 1708 |
The existence lasted from the year 1486 to the year 1487 | The existence lasted from the year 1401 to the year 1401 | 1486 |
The process lasted from the year 1795 to the year 1796 | The process lasted from the year 1701 to the year 1701 | 1795 |
The tests lasted from the year 1461 to the year 1462 | The tests lasted from the year 1401 to the year 1401 | 1461 |
The impact lasted from the year 1715 to the year 1716 | The impact lasted from the year 1701 to the year 1701 | 1715 |
The process lasted from the year 1538 to the year 1539 | The process lasted from the year 1501 to the year 1501 | 1538 |
The case lasted from the year 1608 to the year 169 | The case lasted from the year 1601 to the year 1601 | 1608 |
The tour lasted from the year 1534 to the year 1535 | The tour lasted from the year 1501 to the year 1501 | 1534 |
The contact lasted from the year 1206 to the year 127 | The contact lasted from the year 1201 to the year 1201 | 1206 |
The coma lasted from the year 1425 to the year 1426 | The coma lasted from the year 1401 to the year 1401 | 1425 |
The rule lasted from the year 1586 to the year 1587 | The rule lasted from the year 1501 to the year 1501 | 1586 |
The employment lasted from the year 1608 to the year 169 | The employment lasted from the year 1601 to the year 1601 | 1608 |
The development lasted from the year 1585 to the year 1586 | The development lasted from the year 1501 to the year 1501 | 1585 |
The effect lasted from the year 1172 to the year 1173 | The effect lasted from the year 1101 to the year 1101 | 1172 |
The contact lasted from the year 1738 to the year 1739 | The contact lasted from the year 1701 to the year 1701 | 1738 |
The therapy lasted from the year 1379 to the year 1380 | The therapy lasted from the year 1301 to the year 1301 | 1379 |
The deal lasted from the year 1483 to the year 1484 | The deal lasted from the year 1401 to the year 1401 | 1483 |
The contract lasted from the year 1128 to the year 1129 | The contract lasted from the year 1101 to the year 1101 | 1128 |
The project lasted from the year 1607 to the year 168 | The project lasted from the year 1601 to the year 1601 | 1607 |
The contract lasted from the year 1382 to the year 1383 | The contract lasted from the year 1301 to the year 1301 | 1382 |
The assessment lasted from the year 1594 to the year 1595 | The assessment lasted from the year 1501 to the year 1501 | 1594 |
The trial lasted from the year 1585 to the year 1586 | The trial lasted from the year 1501 to the year 1501 | 1585 |
The effect lasted from the year 1205 to the year 126 | The effect lasted from the year 1201 to the year 1201 | 1205 |
The competition lasted from the year 1750 to the year 1751 | The competition lasted from the year 1701 to the year 1701 | 1750 |
The challenge lasted from the year 1786 to the year 1787 | The challenge lasted from the year 1701 to the year 1701 | 1786 |
The operation lasted from the year 1680 to the year 1681 | The operation lasted from the year 1601 to the year 1601 | 1680 |
The contact lasted from the year 1209 to the year 1210 | The contact lasted from the year 1201 to the year 1201 | 1209 |
The fall lasted from the year 1188 to the year 1189 | The fall lasted from the year 1101 to the year 1101 | 1188 |
The employment lasted from the year 1729 to the year 1730 | The employment lasted from the year 1701 to the year 1701 | 1729 |
The rule lasted from the year 1406 to the year 147 | The rule lasted from the year 1401 to the year 1401 | 1406 |
The operation lasted from the year 1448 to the year 1449 | The operation lasted from the year 1401 to the year 1401 | 1448 |
The test lasted from the year 1426 to the year 1427 | The test lasted from the year 1401 to the year 1401 | 1426 |
The test lasted from the year 1692 to the year 1693 | The test lasted from the year 1601 to the year 1601 | 1692 |
The trial lasted from the year 1472 to the year 1473 | The trial lasted from the year 1401 to the year 1401 | 1472 |
The growth lasted from the year 1650 to the year 1651 | The growth lasted from the year 1601 to the year 1601 | 1650 |
The impact lasted from the year 1236 to the year 1237 | The impact lasted from the year 1201 to the year 1201 | 1236 |
The tour lasted from the year 1476 to the year 1477 | The tour lasted from the year 1401 to the year 1401 | 1476 |
The program lasted from the year 1670 to the year 1671 | The program lasted from the year 1601 to the year 1601 | 1670 |
The increase lasted from the year 1362 to the year 1363 | The increase lasted from the year 1301 to the year 1301 | 1362 |
The construction lasted from the year 1286 to the year 1287 | The construction lasted from the year 1201 to the year 1201 | 1286 |
The quest lasted from the year 1242 to the year 1243 | The quest lasted from the year 1201 to the year 1201 | 1242 |
The deal lasted from the year 1544 to the year 1545 | The deal lasted from the year 1501 to the year 1501 | 1544 |
The relationship lasted from the year 1282 to the year 1283 | The relationship lasted from the year 1201 to the year 1201 | 1282 |
The deal lasted from the year 1172 to the year 1173 | The deal lasted from the year 1101 to the year 1101 | 1172 |
The relationship lasted from the year 1144 to the year 1145 | The relationship lasted from the year 1101 to the year 1101 | 1144 |
The fall lasted from the year 1616 to the year 1617 | The fall lasted from the year 1601 to the year 1601 | 1616 |
The contract lasted from the year 1217 to the year 1218 | The contract lasted from the year 1201 to the year 1201 | 1217 |
The effect lasted from the year 1150 to the year 1151 | The effect lasted from the year 1101 to the year 1101 | 1150 |
The growth lasted from the year 1261 to the year 1262 | The growth lasted from the year 1201 to the year 1201 | 1261 |
The progress lasted from the year 1770 to the year 1771 | The progress lasted from the year 1701 to the year 1701 | 1770 |
The quest lasted from the year 1532 to the year 1533 | The quest lasted from the year 1501 to the year 1501 | 1532 |
The construction lasted from the year 1244 to the year 1245 | The construction lasted from the year 1201 to the year 1201 | 1244 |
The therapy lasted from the year 1189 to the year 1190 | The therapy lasted from the year 1101 to the year 1101 | 1189 |
The operation lasted from the year 1384 to the year 1385 | The operation lasted from the year 1301 to the year 1301 | 1384 |
The practice lasted from the year 1522 to the year 1523 | The practice lasted from the year 1501 to the year 1501 | 1522 |
The fall lasted from the year 1777 to the year 1778 | The fall lasted from the year 1701 to the year 1701 | 1777 |
The contact lasted from the year 1465 to the year 1466 | The contact lasted from the year 1401 to the year 1401 | 1465 |
The tests lasted from the year 1652 to the year 1653 | The tests lasted from the year 1601 to the year 1601 | 1652 |
The contract lasted from the year 1734 to the year 1735 | The contract lasted from the year 1701 to the year 1701 | 1734 |
The deal lasted from the year 1341 to the year 1342 | The deal lasted from the year 1301 to the year 1301 | 1341 |
The riot lasted from the year 1131 to the year 1132 | The riot lasted from the year 1101 to the year 1101 | 1131 |
The attack lasted from the year 1454 to the year 1455 | The attack lasted from the year 1401 to the year 1401 | 1454 |
The coma lasted from the year 1454 to the year 1455 | The coma lasted from the year 1401 to the year 1401 | 1454 |
The therapy lasted from the year 1408 to the year 149 | The therapy lasted from the year 1401 to the year 1401 | 1408 |
The rule lasted from the year 1350 to the year 1351 | The rule lasted from the year 1301 to the year 1301 | 1350 |
The evaluation lasted from the year 1239 to the year 1240 | The evaluation lasted from the year 1201 to the year 1201 | 1239 |
The challenge lasted from the year 1389 to the year 1390 | The challenge lasted from the year 1301 to the year 1301 | 1389 |
The assessment lasted from the year 1755 to the year 1756 | The assessment lasted from the year 1701 to the year 1701 | 1755 |
The therapy lasted from the year 1342 to the year 1343 | The therapy lasted from the year 1301 to the year 1301 | 1342 |
The contract lasted from the year 1172 to the year 1173 | The contract lasted from the year 1101 to the year 1101 | 1172 |
The construction lasted from the year 1730 to the year 1731 | The construction lasted from the year 1701 to the year 1701 | 1730 |
The operation lasted from the year 1465 to the year 1466 | The operation lasted from the year 1401 to the year 1401 | 1465 |
The practice lasted from the year 1391 to the year 1392 | The practice lasted from the year 1301 to the year 1301 | 1391 |
The riot lasted from the year 1680 to the year 1681 | The riot lasted from the year 1601 to the year 1601 | 1680 |
The development lasted from the year 1342 to the year 1343 | The development lasted from the year 1301 to the year 1301 | 1342 |
The testing lasted from the year 1423 to the year 1424 | The testing lasted from the year 1401 to the year 1401 | 1423 |
The case lasted from the year 1639 to the year 1640 | The case lasted from the year 1601 to the year 1601 | 1639 |
The existence lasted from the year 1376 to the year 1377 | The existence lasted from the year 1301 to the year 1301 | 1376 |
The operation lasted from the year 1704 to the year 175 | The operation lasted from the year 1701 to the year 1701 | 1704 |
The construction lasted from the year 1603 to the year 164 | The construction lasted from the year 1601 to the year 1601 | 1603 |
The therapy lasted from the year 1730 to the year 1731 | The therapy lasted from the year 1701 to the year 1701 | 1730 |
The effect lasted from the year 1181 to the year 1182 | The effect lasted from the year 1101 to the year 1101 | 1181 |
The tour lasted from the year 1405 to the year 146 | The tour lasted from the year 1401 to the year 1401 | 1405 |
The evaluation lasted from the year 1657 to the year 1658 | The evaluation lasted from the year 1601 to the year 1601 | 1657 |
The tests lasted from the year 1678 to the year 1679 | The tests lasted from the year 1601 to the year 1601 | 1678 |
The effect lasted from the year 1271 to the year 1272 | The effect lasted from the year 1201 to the year 1201 | 1271 |
The construction lasted from the year 1775 to the year 1776 | The construction lasted from the year 1701 to the year 1701 | 1775 |
The relationship lasted from the year 1476 to the year 1477 | The relationship lasted from the year 1401 to the year 1401 | 1476 |
The assessment lasted from the year 1537 to the year 1538 | The assessment lasted from the year 1501 to the year 1501 | 1537 |
Dataset Card for Dataset Name
This is a dataset with examples from the Greater-Than circuit task.
Dataset Details
Dataset Description
- Curated by: Michael Hanna
- Language(s) (NLP): English
- License: MIT
Dataset Sources
- Repository: https://github.com/hannamw/gpt2-greater-than
- Paper: How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model
Uses
This dataset is intended to be a model-agnostic version of the greater-than task.
The original task consisted of examples like The war lasted from the year 1742 to the year 17
, based on the fact that GPT-2 small tokenizes 4-digit years into two, two-digit tokens.
One would then compute model performance as the probability assigned to years greater than 42, minus that assigned to years less-than or equal to 42.
New models now tokenize years differently; Llama tokenizes 1742 as [174][2]
, and Gemma 2 tokenizes it as [1][7][4][2]
.
You can still compute the probability assigned to good and bad decades; for example:
- For Llama 3, if the token at position [174] is y1, and the token at [2] is y1, you want to compute p(y1>174) + p(y1=174)* p(y2>2) - (p(y1<174) + p(y1=174)* p(y2<=2))
- For Gemma 2, if the token at position [4] is y1, and the token at [2] is y1, you want to compute p(y1>4) + p(y1=4)* p(y2>2) - (p(y1<4) + p(y1=4)* p(y2<=2))
For these purposes, it's easier to have the full string, i.e. The war lasted from the year 1742 to the year 1743
, rather than the shortened version The war lasted from the year 1742 to the year 17
.
Dataset Structure
clean
: The original greater-than example sentences
corrupted
: The corrupted version of the corresponding sentence in clean
, with the start-year decade set to 01
.
year
: The start year from the corresponding sentence in clean
.
Dataset Creation
Source Data
As described in the paper, this dataset was automatically created, using the template The [event] lasted from the year [XX][YY] to the year [XX]
.
Michael Hanna and Ollie Liu developed the list of nouns used as [event]
.
Citation [optional]
BibTeX:
@inproceedings{
hanna2023how,
title={How does {GPT}-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model},
author={Michael Hanna and Ollie Liu and Alexandre Variengien},
booktitle={Thirty-seventh Conference on Neural Information Processing Systems},
year={2023},
url={https://openreview.net/forum?id=p4PckNQR8k}
}
Dataset Card Authors
Michael Hanna
Dataset Card Contact
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