Supposedly Equivalent Facts That Aren't? Entity Frequency in Pre-training Induces Asymmetry in LLMs
Paper • 2503.22362 • Published
relation stringclasses 4
values | model stringclasses 1
value | template_type stringclasses 2
values | subject stringlengths 3 9 | object stringlengths 3 9 | direction stringclasses 2
values | variation_index int64 0 35 | model_response stringclasses 4
values | answer_em bool 2
classes | answer_in bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 0 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 1 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 2 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 3 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 4 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 5 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 6 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 7 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 8 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 9 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 10 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q192213 | Q2013767 | forward | 11 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q159273 | Q242906 | forward | 0 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q159273 | Q242906 | forward | 1 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q159273 | Q242906 | forward | 2 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q159273 | Q242906 | forward | 3 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q159273 | Q242906 | forward | 4 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q159273 | Q242906 | forward | 5 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 0 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 1 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 2 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 3 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 4 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 5 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 6 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 7 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 8 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 9 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 10 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 11 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 12 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 13 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 14 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 15 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 16 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 17 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 18 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 19 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 20 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 21 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 22 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 23 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 24 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 25 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 26 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 27 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 28 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q2868 | Q209905 | forward | 29 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 0 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 1 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 2 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 3 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 4 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 5 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 6 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 7 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 8 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 9 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 10 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 11 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 12 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 13 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 14 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 15 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 16 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 17 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 18 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 19 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 20 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 21 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 22 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 23 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 24 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 25 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 26 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 27 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 28 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 29 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 30 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 31 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 32 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 33 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 34 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q1822 | Q487704 | forward | 35 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 0 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 1 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 2 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 3 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 4 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 5 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 6 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 7 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 8 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 9 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 10 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q3367 | Q213296 | forward | 11 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q16121 | Q131266 | forward | 0 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q16121 | Q131266 | forward | 1 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q189138 | Q494715 | forward | 0 | No | false | false |
P190 | OLMo-2-1124-13B-Instruct | question | Q189138 | Q494715 | forward | 1 | No | false | false |
Arm (a) sanity replication of He et al. arXiv:2503.22362: their code, their Zenodo triples, their prompts (chat template, 36 alias variations, greedy). One row per (pair, direction, alias-variation) with the full generated text. Bucketing/analysis is done downstream (their analyse_experiment.py); OLMo cells reproduce their Tables 2/4 to +/-0.006.
| Column | Type | Description |
|---|---|---|
| relation | Value('string') | P26 spouse / P3373 sibling / P190 twinnedTown / P47 bordersWith |
| model | Value('string') | No description provided |
| template_type | Value('string') | No description provided |
| subject | Value('string') | No description provided |
| object | Value('string') | No description provided |
| direction | Value('string') | forward = CSV (s,o) order; backward = reversed |
| variation_index | Value('int64') | alias-pair variation index (up to 36 per pair) |
| model_response | Value('string') | full generated text for this prompt (untruncated) |
| answer_em | Value('bool') | exact match of lowercased/stripped response to yes/true |
| answer_in | Value('bool') | substring-containment variant (computed, unused in their analysis) |
{
"script_name": "refs/FactProbe/probe.py (upstream, verbatim; TP/max_model_len passthrough only)",
"model": "olmo2-13b-instruct",
"description": "Arm (a) sanity replication of He et al. arXiv:2503.22362: their code, their Zenodo triples, their prompts (chat template, 36 alias variations, greedy). One row per (pair, direction, alias-variation) with the full generated text. Bucketing/analysis is done downstream (their analyse_experiment.py); OLMo cells reproduce their Tables 2/4 to +/-0.006.",
"hyperparameters": {
"temperature": 0.0,
"logprobs": 10,
"batch_size": 500
},
"input_datasets": [
"Zenodo 10.5281/zenodo.15092789"
],
"experiment_name": "factprobe-replication",
"job_id": "runpod:fp-13b",
"cluster": "runpod-personal",
"artifact_status": "final",
"canary": false
}
from datasets import load_dataset
dataset = load_dataset("latkes/factprobe-replication-arm-a-olmo2-13b-instruct-v1", split="train")
print(f"Loaded {len(dataset)} rows")