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
| Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [eval] loading benchmark from ../outputs/benchmark/benchmark_labelled.jsonl (split=test) | |
| [eval] 1743 questions | |
| [eval] loading policy from ../checkpoints/sft-mistral/final | |
| Loading weights: 0%| | 0/291 [00:00<?, ?it/s] Loading weights: 100%|ββββββββββ| 291/291 [00:00<00:00, 4556.05it/s] | |
| [eval] retrieval mode ON β building retriever (k=15) | |
| [Indexer] Loaded 550,376 triples from data/tkgl-smallpedia_edgelist.csv | |
| [eval] retrieval done: 1743/1743 questions got at least one triple | |
| [eval] loading KG indexer from data/tkgl-smallpedia_edgelist.csv | |
| [Indexer] Loaded 550,376 triples from data/tkgl-smallpedia_edgelist.csv | |
| [eval] generating predictions (bs=4) | |
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| [eval] wrote ../outputs/eval/mistral-sft.json | |
| [eval] OVERALL: n=1743 EM=0.943 F1=0.276 | |
| [eval] by complexity: | |
| 1hop: n=800 EM=0.998 F1=0.343 | |
| 2hop: n=800 EM=0.945 F1=0.219 | |
| 3plus: n=143 EM=0.622 F1=0.216 | |
| [eval] by operator: | |
| before_after: n=517 EM=0.954 F1=0.297 | |
| interval: n=163 EM=1.000 F1=0.138 | |
| point_in_time: n=535 EM=0.929 F1=0.299 | |
| sequence: n=528 EM=0.928 F1=0.275 | |
| 9 | |
| sequence: n=528 EM=0.928 F1=0.275 | |
| [2/2] Post-extracting Answer: spans... | |
| [extract] wrote ../outputs/eval/mistral-sft.extracted.json | |
| [extract] 1583/1743 predictions had an 'Answer:' marker (90.8%) | |
| [extract] OVERALL: n=1743 EM=0.8910 F1=0.8677 | |
| [extract] by complexity: | |
| 1hop: n=800 EM=0.9938 F1=0.9940 | |
| 2hop: n=800 EM=0.8387 F1=0.8530 | |
| 3plus: n=143 EM=0.6084 F1=0.2426 | |
| [extract] by operator: | |
| before_after: n=517 EM=0.9110 F1=0.8984 | |
| interval: n=163 EM=0.8344 F1=0.7649 | |
| point_in_time: n=535 EM=0.8916 F1=0.8795 | |
| sequence: n=528 EM=0.8883 F1=0.8573 | |
| Done. Headline: ../outputs/eval/mistral-sft.extracted.json | |