--- 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: ```python def parse(x): if '' in x and '' in x: start = x.find('') + len('') end = x.find('') 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) ```