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CEM semantic task validation: code and results

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Training and evaluation code for the text-transmission experiment
(Sec. III-E) of the IEEE Signal Processing Letters manuscript
"Contrastive Embedding Multiplexing for Multi-User Semantic
Communication Systems" (SPL-48226-2026), together with the
supplementary runs reported in the response to the reviewers.
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KiHoLee
2026-08-26 22:04:05 +09:00
commit f637496ce5
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results/results_bleu.csv
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run,snr_db,BLEU
text_ce,10.0,0.117381
text_ce,20.0,0.117850
text_nce0.01,10.0,0.156389
text_nce0.01,20.0,0.162524
text_ce_U1,10.0,0.993949
text_ce_U1,20.0,0.994508
text_nce0.01_U8_d256,10.0,0.976007
text_nce0.01_U8_d256,20.0,0.986334
text_nce0_U4,10.0,0.183441
text_nce0_U4,20.0,0.184090
text_nce0.001_U4,10.0,0.368625
text_nce0.001_U4,20.0,0.394380
text_nce0.001_d256,10.0,0.456128
text_nce0.001_d256,20.0,0.491390
1 run snr_db BLEU
2 text_ce 10.0 0.117381
3 text_ce 20.0 0.117850
4 text_nce0.01 10.0 0.156389
5 text_nce0.01 20.0 0.162524
6 text_ce_U1 10.0 0.993949
7 text_ce_U1 20.0 0.994508
8 text_nce0.01_U8_d256 10.0 0.976007
9 text_nce0.01_U8_d256 20.0 0.986334
10 text_nce0_U4 10.0 0.183441
11 text_nce0_U4 20.0 0.184090
12 text_nce0.001_U4 10.0 0.368625
13 text_nce0.001_U4 20.0 0.394380
14 text_nce0.001_d256 10.0 0.456128
15 text_nce0.001_d256 20.0 0.491390