The advent of large language models (LLMs) like GPT-4 has catalyzed the exploration of multi-task learning (MTL), in which a single model demonstrates proficiency across diverse tasks. Task arithmetic has emerged as a cost-effective approach for MTL. It enables performance enhancement across ...
We use a bottom-up approach to create instances from given atomic task combinations and "templates" (defined using an extensible set of operators including logical, arithmetic, reasoning) that represent compositions. The compositional question above can be represented with the template: count(filter(...
Geometric Shapes, Multi-Step Arithmetic Two, and Word SortingfromBIG-Bench Hard(Suzgun et al., 2023;BIG-Bench authors, 2023): @inproceedings{suzgun2023bigbenchhard,title="Challenging {BIG}-Bench Tasks and Whether Chain-of-Thought Can Solve Them",author={Suzgun, Mirac and Scales, Nathan and...
available task_name including: 'mconala', 'mnli', 'squad', 'bbh' (This task includes following subtasks:['date_understanding', 'logical_deduction_five_objects', 'movie_recommendation', 'multistep_arithmetic_two', 'object_counting', 'word_sorting', 'hyperbaton', 'sports_understanding', '...
We use a bottom-up approach to create instances from given atomic task combinations and "templates" (defined using an extensible set of operators including logical, arithmetic, reasoning) that represent compositions. The compositional question above can be represented with the template: count(filter(...
This component of the metric evaluates the LLM’s ability to reproduce the review text accurately. The function 𝑓(𝑥,𝑦,𝑧)f(x,y,z) computes the arithmetic mean of x, y, and z, providing an overall performance score for each review processed by the Large Language Models. By ...
This component of the metric evaluates the LLM’s ability to reproduce the review text accurately. The function 𝑓(𝑥,𝑦,𝑧)f(x,y,z) computes the arithmetic mean of x, y, and z, providing an overall performance score for each review processed by the Large Language Models. By ...
IoT workflow scheduling using intelligent arithmetic optimization algorithm in fog computing. Comput. Intell. Neurosci. 2021, 2021, 9114113. 21. Hussain, M.; Wei, L.F.; Rehman, A.; Abbas, F.; Hussain, A.; Ali, M. Deadline-constrained energy-aware workflow scheduling in geographically ...