Ki-Ho Lee
248e637f55
Semantic Multiplexing Gain in Wireless Systems via Expanded Embeddings: A BERT Case Study. Includes the shared library, all experiment scripts (training with and without SNR-aware MAML, the token-domain comparison, the K sweep, and DistilBERT), the replot script that regenerates every figure from the stored results, the supplementary probe-versus-cosine analysis, and the raw results behind every figure in the letter.
152 lines
2.9 KiB
JSON
Executable File
152 lines
2.9 KiB
JSON
Executable File
{
|
|
"todma_U1_T24_L128": {
|
|
"0": {
|
|
"cos": 0.8074489551107399,
|
|
"token_err": 0.14848412508952016
|
|
},
|
|
"5": {
|
|
"cos": 0.8736505889799446,
|
|
"token_err": 0.0687116564417178
|
|
},
|
|
"10": {
|
|
"cos": 0.9246965700667351,
|
|
"token_err": 0.010946241790318657
|
|
},
|
|
"15": {
|
|
"cos": 0.9398762492835522,
|
|
"token_err": 0.006066734074823054
|
|
},
|
|
"20": {
|
|
"cos": 0.9469921693205834,
|
|
"token_err": 0.0009987515605493133
|
|
},
|
|
"25": {
|
|
"cos": 0.9429717653989792,
|
|
"token_err": 0.0
|
|
},
|
|
"30": {
|
|
"cos": 0.9374454534053802,
|
|
"token_err": 0.0
|
|
}
|
|
},
|
|
"todma_U2_T24_L128": {
|
|
"0": {
|
|
"cos": 0.7007968422397971,
|
|
"token_err": 0.2686438592173271
|
|
},
|
|
"5": {
|
|
"cos": 0.8507629196345806,
|
|
"token_err": 0.1031242062484125
|
|
},
|
|
"10": {
|
|
"cos": 0.8946104854345321,
|
|
"token_err": 0.048921749845964264
|
|
},
|
|
"15": {
|
|
"cos": 0.931503138691187,
|
|
"token_err": 0.010676156583629894
|
|
},
|
|
"20": {
|
|
"cos": 0.9400034978985786,
|
|
"token_err": 0.0031005829095870022
|
|
},
|
|
"25": {
|
|
"cos": 0.9471021571755409,
|
|
"token_err": 0.0013839959738298944
|
|
},
|
|
"30": {
|
|
"cos": 0.9430845794081688,
|
|
"token_err": 0.0003755633450175263
|
|
}
|
|
},
|
|
"todma_U3_T24_L128": {
|
|
"0": {
|
|
"cos": 0.5810406875486175,
|
|
"token_err": 0.3917525773195876
|
|
},
|
|
"5": {
|
|
"cos": 0.8211166375875473,
|
|
"token_err": 0.13069732814955745
|
|
},
|
|
"10": {
|
|
"cos": 0.8936332259575526,
|
|
"token_err": 0.047603305785123964
|
|
},
|
|
"15": {
|
|
"cos": 0.923269739151001,
|
|
"token_err": 0.02220045706823376
|
|
},
|
|
"20": {
|
|
"cos": 0.9388238374392192,
|
|
"token_err": 0.003470787538219982
|
|
},
|
|
"25": {
|
|
"cos": 0.9452669457594554,
|
|
"token_err": 8.306337735692334e-05
|
|
},
|
|
"30": {
|
|
"cos": 0.9416227678457896,
|
|
"token_err": 8.228420966016621e-05
|
|
}
|
|
},
|
|
"todma_U5_T24_L128": {
|
|
"0": {
|
|
"cos": 0.42701429841667415,
|
|
"token_err": 0.5537061371489755
|
|
},
|
|
"5": {
|
|
"cos": 0.7187287476658821,
|
|
"token_err": 0.2355310262529833
|
|
},
|
|
"10": {
|
|
"cos": 0.8738067576885223,
|
|
"token_err": 0.08148368836585729
|
|
},
|
|
"15": {
|
|
"cos": 0.9239599657058716,
|
|
"token_err": 0.021345568799561117
|
|
},
|
|
"20": {
|
|
"cos": 0.9326754882335663,
|
|
"token_err": 0.007691549156887881
|
|
},
|
|
"25": {
|
|
"cos": 0.9385586471557618,
|
|
"token_err": 0.005969412925505673
|
|
},
|
|
"30": {
|
|
"cos": 0.9386945986747741,
|
|
"token_err": 0.0015876953609526173
|
|
}
|
|
},
|
|
"todma_U6_T24_L128": {
|
|
"0": {
|
|
"cos": 0.34397646331538756,
|
|
"token_err": 0.6302765647743813
|
|
},
|
|
"5": {
|
|
"cos": 0.6786150354146957,
|
|
"token_err": 0.2800496688741722
|
|
},
|
|
"10": {
|
|
"cos": 0.8405428379774094,
|
|
"token_err": 0.10923335657738217
|
|
},
|
|
"15": {
|
|
"cos": 0.9074154017368953,
|
|
"token_err": 0.0349873293550233
|
|
},
|
|
"20": {
|
|
"cos": 0.9348968795935313,
|
|
"token_err": 0.008653014133256417
|
|
},
|
|
"25": {
|
|
"cos": 0.9384897446632385,
|
|
"token_err": 0.008099842962228283
|
|
},
|
|
"30": {
|
|
"cos": 0.9415062765280405,
|
|
"token_err": 0.0011555922410235245
|
|
}
|
|
}
|
|
} |