PEFT
Safetensors
English
temporal-reasoning
knowledge-graph
graphrag
retrieval-augmented-generation
lora
Instructions to use anonym-ous/tempgraphrag-artifacts with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use anonym-ous/tempgraphrag-artifacts with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
| [mtq-eval] loading KG from ~/temporal-aware-graphrag/data/MultiTQ/MultiTQ/kg | |
| [mtq-eval] 461,329 triples | |
| [mtq-eval] building retriever (k=15, hops=2) | |
| [mtq-eval] loading questions from ~/temporal-aware-graphrag/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/final | |
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| Loading weights: 0%| | 0/399 [00:00<?, ?it/s] Loading weights: 100%|ββββββββββ| 399/399 [00:00<00:00, 5259.26it/s] | |
| [mtq-eval] generating predictions (bs=8) | |
| [transformers] The following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details. | |
| [mtq-eval] progress: 8/1496 | |
| [mtq-eval] progress: 208/1496 | |
| [mtq-eval] progress: 408/1496 | |
| [mtq-eval] progress: 608/1496 | |
| [mtq-eval] progress: 808/1496 | |
| [mtq-eval] progress: 1008/1496 | |
| [mtq-eval] progress: 1208/1496 | |
| [mtq-eval] progress: 1408/1496 | |
| [mtq-eval] wrote ../outputs/eval/multitq-v3-sft.json | |
| [mtq-eval] OVERALL: n=1496 EM=0.280 F1=0.315 | |
| [mtq-eval] by qtype: | |
| after_first: n=187 EM=0.091 | |
| before_after: n=187 EM=0.481 | |
| before_last: n=187 EM=0.118 | |
| equal: n=374 EM=0.447 | |
| equal_multi: n=187 EM=0.246 | |
| first_last: n=374 EM=0.206 | |
| [mtq-eval] by answer_type: | |
| entity: n=1122 EM=0.289 | |
| time: n=374 EM=0.254 | |