On arXiv and BigPatent documents longer than 20,000 tokens, the SPIN 3 variant, which splits documents into 4,096-token chunks and selects the best chunk summary by ROUGE-L, improves ROUGE scores over a truncated BIGBIRD-PEGASUS baseline, though the evaluation setup is not fully controlled.
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A Split-then-Join Approach to Abstractive Summarization for Very Long Documents in a Low Resource Setting
On arXiv and BigPatent documents longer than 20,000 tokens, the SPIN 3 variant, which splits documents into 4,096-token chunks and selects the best chunk summary by ROUGE-L, improves ROUGE scores over a truncated BIGBIRD-PEGASUS baseline, though the evaluation setup is not fully controlled.