tempgraphrag-artifacts / logs /eval-multitq-llama.log
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[mtq-eval] loading KG from ../data/MultiTQ/MultiTQ/kg
[mtq-eval] 461,329 triples
[mtq-eval] building retriever (k=15, hops=2)
[mtq-eval] loading questions from ../data/MultiTQ/MultiTQ/questions/test.json
[mtq-eval] stratified subset: 1,496 of 54,584
[mtq-eval] pre-retrieving evidence per question
[mtq-eval] 1,496/1,496 got >=1 triple
[mtq-eval] loading policy from ../checkpoints/sft-multitq-llama/final
Loading weights: 0%| | 0/291 [00:00<?, ?it/s] Loading weights: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 291/291 [00:00<00:00, 5934.87it/s]
[transformers] Ignoring clean_up_tokenization_spaces=True for BPE tokenizer TokenizersBackend. The clean_up_tokenization post-processing step is designed for WordPiece tokenizers and is destructive for BPE (it strips spaces before punctuation). Set clean_up_tokenization_spaces=False to suppress this warning, or set clean_up_tokenization_spaces_for_bpe_even_though_it_will_corrupt_output=True to force cleanup anyway.
[mtq-eval] generating predictions (bs=16)
[mtq-eval] progress: 16/1496
[mtq-eval] progress: 416/1496
[mtq-eval] progress: 816/1496
[mtq-eval] progress: 1216/1496
[mtq-eval] wrote ../outputs/eval/multitq-llama-sft.json
[mtq-eval] OVERALL: n=1496 EM=0.308 F1=0.346
[mtq-eval] by qtype:
after_first: n=187 EM=0.134
before_after: n=187 EM=0.497
before_last: n=187 EM=0.150
equal: n=374 EM=0.505
equal_multi: n=187 EM=0.267
first_last: n=374 EM=0.203
[mtq-eval] by answer_type:
entity: n=1122 EM=0.327
time: n=374 EM=0.251