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--- |
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datasets: |
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- SirNeural/flan_v2 |
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metrics: |
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- perplexity |
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tags: |
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- flan |
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- opt |
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- peft |
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--- |
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## ptune-FLAN-OPT-2.7b |
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OPT was first introduced in [Open Pre-trained Transformer Language Models](https://arxiv.org/abs/2205.01068) and first released in [metaseq's repository](https://github.com/facebookresearch/metaseq) on May 3rd 2022 by Meta AI. |
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This model is [facebook/opt-2.7b](https://hf.co/facebook/opt-2.7b) finetuned with prefix tuning (https://arxiv.org/abs/2101.00190) on the FLAN datasets (https://arxiv.org/pdf/2210.11416.pdf). |
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A 24 token prefix was finetuned over 3.7m new tokens of a FLAN task mixture, with the start of each example cut off if it was too large to fit within a 512 token context. |
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The model reaches a train ppl of 5.95 and an eval ppl of 4.50. |
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### Example COT (Chain-of-thought) Prompt: |
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``` |
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Q: Answer the following yes/no question by reasoning step-by-step. Could a dandelion suffer from hepatitis? |
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A: Hepatitis only affects organisms with livers. Dandelions don’t have a liver. The answer is no. |
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Q: Answer the following yes/no question by reasoning step-by-step. Can you write a whole Haiku in a single tweet? |
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A: A haiku is a japanese three-line poem. That is short enough to fit in 280 characters. The answer is yes. |
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Q: Answer the following yes/no question by reasoning step-by-step. Can you reach space with a Cessna? |
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A: |
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``` |
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``` |
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> Cessna is a type of aircraft. It has a wingspan of 3.6 meters (3.6m). The answer is no. |
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``` |
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(Completed with Contrastive Sampling, top_k: 4, penalty_alpha: 0.6) |
