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Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
case_id: int64
relation_id: string
split: string
prompt_kind: string
target_token_id: int64
layer: int64
position: string
vector: list<item: double>
child 0, item: double
generated_text: string
model_input: string
prompt_country: string
expected_capital: string
prompt: string
country: string
prompt_family: string
layer_hidden_norms: list<item: double>
child 0, item: double
contains_expected: double
target_margin: double
normalized_generated_text: string
layer_mlp_mean_abs: list<item: double>
child 0, item: double
target_rank: int64
layer_attention_norms: list<item: double>
child 0, item: double
exact_match: double
top_tokens: list<item: struct<token_id: int64, token: string, logit: double>>
child 0, item: struct<token_id: int64, token: string, logit: double>
child 0, token_id: int64
child 1, token: string
child 2, logit: double
top_neurons: list<item: struct<layer: int64, neuron: int64, activation: double>>
child 0, item: struct<layer: int64, neuron: int64, activation: double>
child 0, layer: int64
child 1, neuron: int64
child 2, activation: double
top_prediction: string
to
{'prompt': Value('string'), 'model_input': Value('string'), 'expected_capital': Value('string'), 'target_token_id': Value('int64'), 'target_rank': Value('int64'), 'target_margin': Value('float64'), 'exact_match': Value('float64'), 'contains_expected': Value('float64'), 'top_prediction': Value('string'), 'top_tokens': List({'token_id': Value('int64'), 'token': Value('string'), 'logit': Value('float64')}), 'generated_text': Value('string'), 'normalized_generated_text': Value('string'), 'layer_hidden_norms': List(Value('float64')), 'layer_attention_norms': List(Value('float64')), 'layer_mlp_mean_abs': List(Value('float64')), 'top_neurons': List({'layer': Value('int64'), 'neuron': Value('int64'), 'activation': Value('float64')}), 'country': Value('string'), 'prompt_country': Value('string'), 'prompt_family': Value('string'), 'split': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 611, in wrapped
for item in generator(*args, **kwargs):
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 310, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 130, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
case_id: int64
relation_id: string
split: string
prompt_kind: string
target_token_id: int64
layer: int64
position: string
vector: list<item: double>
child 0, item: double
generated_text: string
model_input: string
prompt_country: string
expected_capital: string
prompt: string
country: string
prompt_family: string
layer_hidden_norms: list<item: double>
child 0, item: double
contains_expected: double
target_margin: double
normalized_generated_text: string
layer_mlp_mean_abs: list<item: double>
child 0, item: double
target_rank: int64
layer_attention_norms: list<item: double>
child 0, item: double
exact_match: double
top_tokens: list<item: struct<token_id: int64, token: string, logit: double>>
child 0, item: struct<token_id: int64, token: string, logit: double>
child 0, token_id: int64
child 1, token: string
child 2, logit: double
top_neurons: list<item: struct<layer: int64, neuron: int64, activation: double>>
child 0, item: struct<layer: int64, neuron: int64, activation: double>
child 0, layer: int64
child 1, neuron: int64
child 2, activation: double
top_prediction: string
to
{'prompt': Value('string'), 'model_input': Value('string'), 'expected_capital': Value('string'), 'target_token_id': Value('int64'), 'target_rank': Value('int64'), 'target_margin': Value('float64'), 'exact_match': Value('float64'), 'contains_expected': Value('float64'), 'top_prediction': Value('string'), 'top_tokens': List({'token_id': Value('int64'), 'token': Value('string'), 'logit': Value('float64')}), 'generated_text': Value('string'), 'normalized_generated_text': Value('string'), 'layer_hidden_norms': List(Value('float64')), 'layer_attention_norms': List(Value('float64')), 'layer_mlp_mean_abs': List(Value('float64')), 'top_neurons': List({'layer': Value('int64'), 'neuron': Value('int64'), 'activation': Value('float64')}), 'country': Value('string'), 'prompt_country': Value('string'), 'prompt_family': Value('string'), 'split': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1361, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 940, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
prompt string | model_input string | expected_capital string | target_token_id int64 | target_rank int64 | target_margin float64 | exact_match float64 | contains_expected float64 | top_prediction string | top_tokens list | generated_text string | normalized_generated_text string | layer_hidden_norms list | layer_attention_norms list | layer_mlp_mean_abs list | top_neurons list | country string | prompt_country string | prompt_family string | split string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
What is the capital of Afghanistan? | What is the capital of Afghanistan? | Kabul | 101,301 | 35 | -9.3125 | 1 | 1 | [
{
"token_id": 108,
"token": "\n\n",
"logit": 23.75
},
{
"token_id": 107,
"token": "\n",
"logit": 22
},
{
"token_id": 669,
"token": "The",
"logit": 18.875
},
{
"token_id": 27098,
"token": "Afghanistan",
"logit": 16.5
},
{
"token_id": 1030,
"toke... | The capital of Afghanistan is Kabul. | kabul. | [
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0.106333553791046... | [
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{
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{
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{
"layer": 1,
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The capital of Afghanistan is | The capital of Afghanistan is | Kabul | 101,301 | 1 | 8.5 | 1 | 1 | Kabul | [
{
"token_id": 101301,
"token": "Kabul",
"logit": 47.25
},
{
"token_id": 5213,
"token": "**",
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},
{
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"token": "Sana",
"logit": 38.5
},
{
"token_id": 80282,
"token": "Kand",
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},
{
"token_id": 506,
"toke... | Kabul.
The capital of Afghanistan is | kabul. | [
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... | [
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{
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{
"layer": 0,
"neuron": 167... | Afghanistan | Afghanistan | declarative | analysis |
Q: What is the capital of Afghanistan?
A: | Q: What is the capital of Afghanistan?
A: | Kabul | 101,301 | 1 | 3.75 | 1 | 1 | Kabul | [
{
"token_id": 101301,
"token": "Kabul",
"logit": 28.25
},
{
"token_id": 669,
"token": "The",
"logit": 24.5
},
{
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"token": "Afghanistan",
"logit": 23.25
},
{
"token_id": 107,
"token": "\n",
"logit": 22.875
},
{
"token_id": 138,
... | Kabul
Q: What is the capital | kabul | [
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{
"layer": 0,
"neuron": 1679... | Afghanistan | Afghanistan | qa | analysis |
What is the capital of Afghanistan? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Afghanistan? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Kabul | 101,301 | 1 | 1.5 | 1 | 1 | Kabul | [
{
"token_id": 101301,
"token": "Kabul",
"logit": 44
},
{
"token_id": 104057,
"token": "Islam",
"logit": 42.5
},
{
"token_id": 2368,
"token": "Al",
"logit": 40.75
},
{
"token_id": 236855,
"token": "K",
"logit": 39.75
},
{
"token_id": 236799,
"to... | Kabul | kabul | [
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{
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"neuron": 583... | Afghanistan | Afghanistan | chat_template | analysis |
What is the capital of Albania? | What is the capital of Albania? | Tirana | 62,282 | 54 | -11 | 0 | 0 | [
{
"token_id": 108,
"token": "\n\n",
"logit": 24.5
},
{
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"token": "\n",
"logit": 23.5
},
{
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"token": "The",
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},
{
"token_id": 236743,
"token": "▁",
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},
{
"token_id": 90482,
"token": "Alb... | The capital of Albania is Berat. | berat. | [
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{
"layer": 1,
"neuron": 224... | Albania | Albania | raw_question | analysis | |
The capital of Albania is | The capital of Albania is | Tirana | 62,282 | 1 | 3.75 | 0 | 0 | Tir | [
{
"token_id": 62282,
"token": "Tir",
"logit": 39.25
},
{
"token_id": 104215,
"token": "Berat",
"logit": 35.5
},
{
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"logit": 33.75
},
{
"token_id": 782,
"token": "V",
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},
{
"token_id": 2718,
"token":... | Tirja, and the capital of Albania | tirja, and the capital of albania | [
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{
"layer": 0,
"neuron": 108,... | Albania | Albania | declarative | analysis |
Q: What is the capital of Albania?
A: | Q: What is the capital of Albania?
A: | Tirana | 62,282 | 1 | 1 | 0 | 0 | Tir | [
{
"token_id": 62282,
"token": "Tir",
"logit": 26.625
},
{
"token_id": 669,
"token": "The",
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},
{
"token_id": 86221,
"token": "Belgrade",
"logit": 25.25
},
{
"token_id": 104215,
"token": "Berat",
"logit": 25
},
{
"token_id": 13706,
... | Tirja
Q: What is the | tirja | [
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19728.244140625... | [
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... | Albania | Albania | qa | analysis |
What is the capital of Albania? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Albania? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Tirana | 62,282 | 75 | -8.75 | 0 | 0 | Berat | [
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What is the capital of Algeria? | What is the capital of Algeria? | Algiers | 1,429 | 21 | -9.8125 | 0 | 0 | [
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The capital of Algeria is | The capital of Algeria is | Algiers | 1,429 | 1 | 2.375 | 0 | 0 | Al | [
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The capital of Algeria | lgiers. | [
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"neuron": 108... | Algeria | Algeria | declarative | analysis |
Q: What is the capital of Algeria?
A: | Q: What is the capital of Algeria?
A: | Algiers | 1,429 | 6 | -0.875 | 0 | 0 | The | [
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"neuron": 1... | Algeria | Algeria | qa | analysis |
What is the capital of Algeria? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Algeria? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Algiers | 1,429 | 6,441 | -21.625 | 0 | 0 | Alger | [
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What is the capital of Andorra? | What is the capital of Andorra? | Andorra la Vella | 191,655 | 3 | -3.25 | 0 | 0 | [
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"toke... | A) Barcelona
B) Madrid | barcelona | [
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The capital of Andorra is | The capital of Andorra is | Andorra la Vella | 191,655 | 1 | 0.25 | 0 | 0 | Andorra | [
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Q: What is the capital of Andorra?
A: | Q: What is the capital of Andorra?
A: | Andorra la Vella | 191,655 | 1 | 4 | 0 | 0 | Andorra | [
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What is the capital of Andorra? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Andorra? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
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What is the capital of Angola? | What is the capital of Angola? | Luanda | 12,701 | 24 | -9.5625 | 1 | 1 | [
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The capital of Angola is | The capital of Angola is | Luanda | 12,701 | 1 | 2.5 | 1 | 1 | Lu | [
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Q: What is the capital of Angola?
A: | Q: What is the capital of Angola?
A: | Luanda | 12,701 | 8 | -3.0625 | 1 | 1 | The | [
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... | Angola | Angola | qa | analysis |
What is the capital of Angola? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Angola? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Luanda | 12,701 | 926 | -18 | 0 | 0 | Ang | [
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... | Angola | ngola | [
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What is the capital of Antigua and Barbuda? | What is the capital of Antigua and Barbuda? | Saint John's | 14,148 | 86 | -12.25 | 0 | 0 | [
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"token": "It"... | A) Barbados
B) Antigua | barbados | [
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... | Antigua and Barbuda | Antigua and Barbuda | raw_question | analysis | |
The capital of Antigua and Barbuda is | The capital of Antigua and Barbuda is | Saint John's | 14,148 | 96 | -6.375 | 0 | 0 | Antigua | [
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The capital of Antigua and | ntigua. | [
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Q: What is the capital of Antigua and Barbuda?
A: | Q: What is the capital of Antigua and Barbuda?
A: | Saint John's | 14,148 | 25 | -5.0625 | 0 | 0 | The | [
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What is the capital of Antigua and Barbuda? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Antigua and Barbuda? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Saint John's | 14,148 | 5,724 | -19.6875 | 0 | 0 | Ant | [
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"... | Antigua | ntigua | [
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... | Antigua and Barbuda | Antigua and Barbuda | chat_template | analysis |
What is the capital of Argentina? | What is the capital of Argentina? | Buenos Aires | 44,135 | 15 | -8.0625 | 1 | 1 | [
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"to... | A) Buenos Aires
B) | buenos aires | [
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The capital of Argentina is | The capital of Argentina is | Buenos Aires | 44,135 | 1 | 3.75 | 1 | 1 | Buenos | [
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The capital of Argentina | buenos aires. | [
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Q: What is the capital of Argentina?
A: | Q: What is the capital of Argentina?
A: | Buenos Aires | 44,135 | 1 | 2.875 | 1 | 1 | Buenos | [
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Q: What is the | buenos aires | [
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What is the capital of Argentina? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Argentina? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Buenos Aires | 44,135 | 8 | -7.25 | 1 | 1 | Buenos | [
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What is the capital of Armenia? | What is the capital of Armenia? | Yerevan | 202,544 | 26 | -9.75 | 1 | 1 | [
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B) Yerevan | yerevan | [
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The capital of Armenia is | The capital of Armenia is | Yerevan | 202,544 | 1 | 5.25 | 1 | 1 | Yerevan | [
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The capital of Azerbaijan is | yerevan. | [
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Q: What is the capital of Armenia?
A: | Q: What is the capital of Armenia?
A: | Yerevan | 202,544 | 1 | 3.5 | 1 | 1 | Yerevan | [
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... | Yerevan
Q: What is the capital | yerevan | [
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What is the capital of Armenia? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Armenia? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Yerevan | 202,544 | 1 | 4.25 | 1 | 1 | Yerevan | [
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What is the capital of Australia? | What is the capital of Australia? | Canberra | 72,710 | 6 | -6 | 0 | 0 | [
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B) Melbourne | sydney | [
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The capital of Australia is | The capital of Australia is | Canberra | 72,710 | 1 | 3 | 1 | 1 | Canberra | [
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The capital of Australia is | canberra. | [
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Q: What is the capital of Australia?
A: | Q: What is the capital of Australia?
A: | Canberra | 72,710 | 1 | 0.75 | 1 | 1 | Canberra | [
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Q: What is the capital | canberra | [
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... | Australia | Australia | qa | analysis |
What is the capital of Australia? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Australia? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Canberra | 72,710 | 3 | -3 | 1 | 1 | Can | [
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What is the capital of Austria? | What is the capital of Austria? | Vienna | 34,493 | 9 | -7.125 | 1 | 1 | [
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B) Berlin | vienna | [
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... | Austria | Austria | raw_question | analysis | |
The capital of Austria is | The capital of Austria is | Vienna | 34,493 | 1 | 5.125 | 1 | 1 | Vienna | [
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The capital of Austria is | vienna. | [
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Q: What is the capital of Austria?
A: | Q: What is the capital of Austria?
A: | Vienna | 34,493 | 1 | 2.625 | 1 | 1 | Vienna | [
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Q: What is the capital | vienna | [
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What is the capital of Austria? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Austria? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Vienna | 34,493 | 33 | -6.625 | 1 | 1 | Vienna | [
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What is the capital of Azerbaijan? | What is the capital of Azerbaijan? | Baku | 117,652 | 43 | -10.8125 | 1 | 1 | [
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... | Azerbaijan | Azerbaijan | raw_question | analysis | |
The capital of Azerbaijan is | The capital of Azerbaijan is | Baku | 117,652 | 1 | 5.75 | 1 | 1 | Baku | [
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The capital of Turkmenistan is | baku. | [
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Q: What is the capital of Azerbaijan?
A: | Q: What is the capital of Azerbaijan?
A: | Baku | 117,652 | 1 | 1.5 | 1 | 1 | Baku | [
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Q: What is the capital | baku | [
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... | Azerbaijan | Azerbaijan | qa | analysis |
What is the capital of Azerbaijan? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Azerbaijan? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Baku | 117,652 | 7 | -2.25 | 0 | 0 | Azer | [
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What is the capital of Bahamas? | What is the capital of Bahamas? | Nassau | 102,709 | 85 | -10.9375 | 0 | 1 | [
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The capital of Bahamas is | The capital of Bahamas is | Nassau | 102,709 | 1 | 4.875 | 1 | 1 | Nassau | [
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The capital of the United | nassau. | [
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Q: What is the capital of Bahamas?
A: | Q: What is the capital of Bahamas?
A: | Nassau | 102,709 | 1 | 0 | 1 | 1 | The | [
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... | Bahamas | Bahamas | qa | analysis |
What is the capital of Bahamas? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Bahamas? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Nassau | 102,709 | 5 | -0.875 | 0 | 0 | Bah | [
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... | Bahamas | Bahamas | chat_template | analysis |
What is the capital of Bahrain? | What is the capital of Bahrain? | Manama | 2,599 | 496 | -13.6875 | 0 | 0 | [
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The capital of Bahrain is | The capital of Bahrain is | Manama | 2,599 | 4 | -0.75 | 0 | 0 | the | [
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... | Bahrain | Bahrain | declarative | analysis |
Q: What is the capital of Bahrain?
A: | Q: What is the capital of Bahrain?
A: | Manama | 2,599 | 51 | -7 | 0 | 0 | Bahrain | [
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"... | Bahrain is the capital of the Kingdom of | bahrain is the capital of the kingdom of | [
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What is the capital of Bahrain? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Bahrain? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
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What is the capital of Bangladesh? | What is the capital of Bangladesh? | Dhaka | 111,425 | 9 | -7.5 | 1 | 1 | [
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... | Bangladesh | Bangladesh | raw_question | analysis | |
The capital of Bangladesh is | The capital of Bangladesh is | Dhaka | 111,425 | 1 | 4 | 1 | 1 | Dhaka | [
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... | Dhaka.
The capital of Bangladesh is | dhaka. | [
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Q: What is the capital of Bangladesh?
A: | Q: What is the capital of Bangladesh?
A: | Dhaka | 111,425 | 1 | 3.75 | 1 | 1 | Dhaka | [
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Q: What is the capital | dhaka | [
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... | Bangladesh | Bangladesh | qa | analysis |
What is the capital of Bangladesh? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Bangladesh? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Dhaka | 111,425 | 4 | -2 | 1 | 1 | Dh | [
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... | Dhaka | dhaka | [
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What is the capital of Barbados? | What is the capital of Barbados? | Bridgetown | 115,790 | 68 | -11.375 | 0 | 0 | [
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... | Barbados | Barbados | raw_question | analysis | |
The capital of Barbados is | The capital of Barbados is | Bridgetown | 115,790 | 1 | 2.125 | 1 | 1 | Bridget | [
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The capital of Barbados | bridgetown. | [
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Q: What is the capital of Barbados?
A: | Q: What is the capital of Barbados?
A: | Bridgetown | 115,790 | 3 | -1.75 | 0 | 0 | Barbados | [
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"tok... | Barbados is the capital of the United Kingdom | barbados is the capital of the united kingdom | [
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What is the capital of Barbados? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Barbados? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Bridgetown | 115,790 | 5 | -1.25 | 0 | 0 | Barb | [
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What is the capital of Belarus? | What is the capital of Belarus? | Minsk | 145,406 | 134 | -12 | 1 | 1 | [
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"toke... | A) Minsk
B) Moscow | minsk | [
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The capital of Belarus is | The capital of Belarus is | Minsk | 145,406 | 1 | 5 | 1 | 1 | Minsk | [
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"token": ... | Minsk, and the capital of the United | minsk, and the capital of the united | [
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... | Belarus | Belarus | declarative | analysis |
Q: What is the capital of Belarus?
A: | Q: What is the capital of Belarus?
A: | Minsk | 145,406 | 1 | 1 | 1 | 1 | Minsk | [
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"... | Minsk
Q: What is the capital | minsk | [
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"neuron": 16... | Belarus | Belarus | qa | analysis |
What is the capital of Belarus? Answer with only the capital city. | <bos><start_of_turn>user
What is the capital of Belarus? Answer with only the capital city.<end_of_turn>
<start_of_turn>model
| Minsk | 145,406 | 6 | -3 | 0 | 0 | Vil | [
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... | Vilnius | vilnius | [
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... | Belarus | Belarus | chat_template | analysis |
What is the capital of Belgium? | What is the capital of Belgium? | Brussels | 42,919 | 26 | -9.75 | 1 | 1 | [
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"token": "▁",
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"token": "▁▁... | A) Brussels
B) Amsterdam | brussels | [
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... | Belgium | Belgium | raw_question | analysis | |
The capital of Belgium is | The capital of Belgium is | Brussels | 42,919 | 1 | 4.375 | 1 | 1 | Brussels | [
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{
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"token": "Ghent",
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},
{
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"token": "Paris",
"logit": 27.5
},
{
"token_id": ... | Brussels.
The capital of Belgium is | brussels. | [
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"neuron": 10... | Belgium | Belgium | declarative | analysis |
Fact Recall in Small LMs — Raw Experiment Artifacts
Companion data for the study "Prompt Families as Access Operators" on factual recall in small language models (Gemma 3 270M, Qwen2.5 0.5B, SmolLM2 360M; base + instruct).
These are the large, regenerable raw artifacts that are intentionally kept out of the code repository to keep it lightweight:
results/**/*.npz— raw activation tensorsresults/**/*.jsonl— per-record activation/profile dumpsresults/**/neuron_scores.csv— per-neuron score dumps
The directory layout mirrors the artifacts/ directory of the code repository.
Code & paper
All code, configs, paper sources, and the small result summaries/figures live in the GitHub repository:
Usage
From a clone of the code repository:
pip install huggingface_hub
python scripts/download_artifacts_hf.py --repo-id sch1/fact_recall_explain_llm
This restores the files under artifacts/results/. Alternatively, every artifact
here is deterministically regenerable by running the study scripts described in
the repository README (all final configs use seed: 13).
Provenance
These artifacts are activation statistics and derived metrics computed from
publicly available open-weight checkpoints. Model weights themselves are not
included here; download them from their original Hugging Face sources (see the
code repository's models/README.md).
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