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Background. Instruction tuning is an important technique for fine-tuning large language models to achieve better performance on specific instructions. The data for performing instruction tuning is based on natural language which includes pairs of instructions and corresponding responses, making it not straightforward to evaluate the …
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This paper proposes I NSTRUCT M INING, a linear rule for evaluating instruction-following data quality, which is formulated using specific natural language indicators and demonstrated that it can help select relatively high-quality samples from various instruction- following datasets. Large language models typically undergo two training stages, …
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Instruction Mining: High-Quality Instruction Data Selection for Large Language Models Yihan Cao∗ Carnegie Mellon University Pittsburgh, PA 15213 [email protected] Yanbin Kang∗ kybconnor@gmail Lichao Sun† Lehigh University Bethlehem, PA 18015 [email protected] Abstract Large language models typically undergo two training stages ...
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Golding Contractors has secured mining services contract, worth about $117.1m (A$179m), from EQ Resources to restart the open pit mining operations at its Mt Carbine tungsten mine in Australia.. Located 120km north-west of Cairns in Far North Queensland, the Mt Carbine project comprises tenements namely ML4867, ML4919, …
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Recent studies found that large language models can be finetuned to perform well even with a small amount of high-quality instruction-following data. However, the selection of high-quality datasets for finetuning language models still lacks clear guidelines to follow. In this paper, we propose InstructMining, a linear rule for evaluating ...
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EQ Resources has agreed to acquire Saloro from Tungsten Mining JV SLU — a portfolio company of fund manager Oaktree Capital Management — for a 'nominal consideration' of €1 (A$1.68). It also acquired "the benefit of all of the intercompany loans owed by Saloro to the Oaktree group" — totalling about €80 million (A$134.3 ...
Results are calculated using the following formula: MetalEq (percent) = Gpri + (Gpri × [∑i Ri Si Vi Gi ]/ (Rpri Spri Vpri Gpri)) where R is the respective metallurgical metal recovery rate, S is the respective …
Large language models typically undergo two training stages, pretraining and finetuning. Despite that large-scale pretraining endows the model with strong capabilities to generate natural language responses, these pretrained models can still fail to understand human instructions at times.
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Walkthrough: Mine the pure crystals embedded in the rocks. 0/3 (Sepulcher of Order) You need to click the mining pick that you were given on the crystals, you can remain invisible while doing this (as indicated by on the map) Report back to Infiltrator Tesara 0/1 (Sepulcher of Order) Return to and Hail Infiltrator Tesara (as indicated by on the ...
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