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Linguistic Steganography on Chinese IMDB

5.53Avg PPL (bits/token)ReTokSync
1.559628.359855.1681.9602Apr 28, 2026

Evaluation results

MethodLinks
ReTokSynck=32, Backbone=Qwen3-8B2026.045.53001.85878.1619.1299.8
Stepwise Verificationk=32, Backbone=Qwen3-8B2026.045.540.041.281.878310.147.45100
Discopk=32, Backbone=Qwen3-8B2026.045.58001.85876.850—
MWISk=32, Backbone=Qwen3-8B2026.045.60.161.151.697410.6154.89100
Verification-basedk=32, Backbone=Qwen3-8B2026.045.78001.618345.51564.38100
Syncpoolk=32, Backbone=Qwen3-8B2026.046.43001.6696.931.17100
MWISk=128, Backbone=Qwen3-8B2026.047.690.181.162.217723.73239100
Syncpoolk=128, Backbone=Qwen3-8B2026.048.56001.95698.4921.29100
Discopk=128, Backbone=Qwen3-8B2026.048.7002.479070—
ReTokSynck=128, Backbone=Qwen3-8B2026.048.7002.47907.45.7199.8
Verification-basedk=128, Backbone=Qwen3-8B2026.049.17002.3287400.135,616.14100
MWISk=512, Backbone=Qwen3-8B2026.049.930.191.162.537829.28314.14100
Verification-basedk=256, Backbone=Qwen3-8B2026.0410.46002.5486741.3410,770.09100
ReTokSynck=512, Backbone=Qwen3-8B2026.0411002.77918.0714.1499.7
Discopk=512, Backbone=Qwen3-8B2026.0411.61002.77917.070—
Syncpoolk=512, Backbone=Qwen3-8B2026.0411.71002.247015.83123.9100
Stepwise Verificationk=128, Backbone=Qwen3-8B2026.0416.760.041.482.348519.19174.14100
Basick=32, Backbone=Qwen3-8B2026.0421.11.6415.322.229611.9274.01100
Stepwise Verificationk=512, Backbone=Qwen3-8B2026.0421.640.041.392.768655.51685.15100
Basick=128, Backbone=Qwen3-8B2026.0456.472.1815.463.079823.22231.71100
Basick=512, Backbone=Qwen3-8B2026.04104.792.2916.823.629927.01282.04100