79778654

Date: 2025-09-30 02:37:52
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This is a very interesting topic. Since mean pooling increases the lossy nature of inversion, I think a better approach would be to use a multi-agent model. The structure could look like this:

Agent 1: Take individual tokens and convert them into letters.

Agent 2: Compare those tokens with the mean-pooled vectors and rearrange them.

Agent 3: Assemble the rearranged letters into properly formatted data.

Agent 4: Paraphrase the reconstructed information to improve readability and semantic fidelity.

Agent 5: Provide the final output.

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Posted by: Qasim Sh