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"task": {
"id": "case_18",
"name": "token_frequency_classifier",
"summary": "Classify each token based on its frequency as 'rare', 'common', or 'frequent'.",
"examples": [
{
"input": [
"BOS",
"a",
"d",
"b",
"e",
"d",
"a",
"a",
"c",
"c"
],
"output": [
"BOS",
"common",
"rare",
"rare",
"rare",
"rare",
"common",
"common",
"rare",
"rare"
]
},
{
"input": [
"BOS",
"b",
"d",
"d",
"c",
"d",
"d",
"a",
"c",
"e"
],
"output": [
"BOS",
"rare",
"common",
"common",
"rare",
"common",
"common",
"rare",
"rare",
"rare"
]
},
{
"input": [
"BOS",
"c",
"e",
"a",
"b",
"d",
"a",
"d",
"b",
"b"
],
"output": [
"BOS",
"rare",
"rare",
"rare",
"common",
"rare",
"rare",
"rare",
"common",
"common"
]
},
{
"input": [
"BOS",
"e",
"d",
"c",
"e",
"b",
"d",
"b",
"d",
"e"
],
"output": [
"BOS",
"common",
"common",
"rare",
"common",
"rare",
"common",
"rare",
"common",
"common"
]
},
{
"input": [
"BOS",
"d",
"e",
"c",
"e",
"e",
"b",
"c",
"c",
"c"
],
"output": [
"BOS",
"rare",
"common",
"common",
"common",
"common",
"rare",
"common",
"common",
"common"
]
}
],
"is_categorical": true
},
"program": "frequency = make_hist()\ntotal_tokens = make_length()\nfrequency_classification = rasp.SequenceMap(\n lambda freq, total: \"frequent\" if freq > total/2 else (\"common\" if freq > total/4 else \"rare\"),\n frequency, total_tokens)\nreturn frequency_classification",
"components": [
{
"id": "L0H0_ATTN",
"hook": "blocks.0.attn.hook_result[0]",
"role": {
"tag": "AGGREGATOR",
"note": "Builds the token-equality matching structure used to count how often each token appears."
},
"rasp_vars": [
"same_tok"
],
"labels": [
"hist_2_selector_width_attn_output"
]
},
{
"id": "L0H1_ATTN",
"hook": "blocks.0.attn.hook_result[1]",
"role": {
"tag": "AGGREGATOR",
"note": "Builds the all-positions selector used as the basis for computing sequence length."
},
"rasp_vars": [
"all_true_selector"
],
"labels": [
"length_3_selector_width_attn_output"
]
},
{
"id": "L0_MLP",
"hook": "blocks.0.mlp.hook_post",
"role": {
"tag": "MAPPER",
"note": "Turns the selector-width signals into usable numeric features for per-token frequency and total length."
},
"rasp_vars": [
"frequency",
"total_tokens"
],
"labels": [
"hist_2",
"length_3",
"hist_2_selector_width_attn_output",
"length_3_selector_width_attn_output"
]
},
{
"id": "L1_MLP",
"hook": "blocks.1.mlp.hook_post",
"role": {
"tag": "COMBINER",
"note": "Combines per-token frequency with total length to assign the label rare/common/frequent."
},
"rasp_vars": [
"frequency_classification"
],
"labels": [
"sequence_map_1"
]
}
]
}
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