metadata
dataset_info:
- config_name: no_hyp
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 215910361
num_examples: 468
- name: test
num_bytes: 842478218
num_examples: 1800
download_size: 112400572
dataset_size: 1058388579
- config_name: no_hyp-graham
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 203554979
num_examples: 468
- name: test
num_bytes: 794590634
num_examples: 1800
download_size: 118275316
dataset_size: 998145613
- config_name: one_ev
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 215968257
num_examples: 468
- name: test
num_bytes: 842724933
num_examples: 1800
download_size: 112491476
dataset_size: 1058693190
- config_name: one_ev-graham
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 203598153
num_examples: 468
- name: test
num_bytes: 794767132
num_examples: 1800
download_size: 118299373
dataset_size: 998365285
- config_name: scale
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 215968257
num_examples: 468
- name: test
num_bytes: 842724933
num_examples: 1800
download_size: 112491476
dataset_size: 1058693190
- config_name: scale-graham
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 203598153
num_examples: 468
- name: test
num_bytes: 794767132
num_examples: 1800
download_size: 118299373
dataset_size: 998365285
- config_name: two_ev
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 105535811
num_examples: 234
- name: test
num_bytes: 689802579
num_examples: 1548
download_size: 88518541
dataset_size: 795338390
- config_name: two_ev-graham
features:
- name: prompt
dtype: string
- name: evidence_indices
sequence: int64
- name: 'n'
dtype: int64
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype: string
- name: premise_tptp
dtype: string
- name: hypothesis_tptp
dtype: string
- name: proof_inputs
sequence: string
- name: proof
dtype: string
- name: ni
dtype: int64
- name: counterfactuals
dtype: string
- name: evidences_necessity
dtype: bool
- name: mapping
dtype: string
- name: n-l
dtype: string
- name: numbered_premises
dtype: string
- name: evidence
sequence: string
- name: no_hyp
dtype: bool
- name: len
dtype: int64
splits:
- name: validation
num_bytes: 99325679
num_examples: 234
- name: test
num_bytes: 648714665
num_examples: 1548
download_size: 93232742
dataset_size: 748040344
configs:
- config_name: no_hyp
data_files:
- split: validation
path: no_hyp/validation-*
- split: test
path: no_hyp/test-*
- config_name: no_hyp-graham
data_files:
- split: validation
path: no_hyp-graham/validation-*
- split: test
path: no_hyp-graham/test-*
- config_name: one_ev
data_files:
- split: validation
path: one_ev/validation-*
- split: test
path: one_ev/test-*
- config_name: one_ev-graham
data_files:
- split: validation
path: one_ev-graham/validation-*
- split: test
path: one_ev-graham/test-*
- config_name: scale
data_files:
- split: validation
path: scale/validation-*
- split: test
path: scale/test-*
- config_name: scale-graham
data_files:
- split: validation
path: scale-graham/validation-*
- split: test
path: scale-graham/test-*
- config_name: two_ev
data_files:
- split: validation
path: two_ev/validation-*
- split: test
path: two_ev/test-*
- config_name: two_ev-graham
data_files:
- split: validation
path: two_ev-graham/validation-*
- split: test
path: two_ev-graham/test-*
Evaluation code:
def parse(x):
if '<answer>' in x and '</answer>' in x:
start = x.find('<answer>') + len('<answer>')
end = x.find('</answer>')
x = x[start:end]
lines = [i.lstrip('L').strip() for i in x.strip().strip('.').split(',')]
return [int(i) for i in lines if i.isnumeric()]
def jaccard(list1, list2):
intersection = len(list(set(list1).intersection(list2)))
union = (len(set(list1)) + len(set(list2))) - intersection
return float(intersection) / union
df['prediction']=df.prompt.parallel_apply(complete_m(m,num_retries=5)) # plug in your llm
df['metric']=df.apply(lambda x: jaccard(parse(x.prediction), x.evidence_indices), axis=1)