{ "generatedUtc": "2026-08-15T16:34:01.6732222Z", "modelId": "mq-blake3:c6248ee1b24a8339716e4f620cad188eacc68755d2a1b88406a84b6249407c1d", "architectureFamily": "Qwen3.8-27B", "summary": { "badTradeEliminations": 53, "synergySecondChanceReinstatements": 2, "finalKldCleanupEliminations": 0, "disabledBaselines": 0, "structuredBadTradeRows": 53, "structuredSynergySecondChanceRows": 2 }, "thresholds": { "maxSizeDeltaPercent": 4, "kldMultiplier": 2.5, "pplMultiplier": 3.5, "floatingPointEpsilon": 1E-08 }, "badTrades": [ { "Scope": "group", "GroupName": "embeddings", "RemovedCandidate": "Unsloth-Q4_K_M", "AcceptedAnchor": "Unsloth-Q5_K_M", "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "RemovedSizeBytes": 49962325696, "RemovedSizeGB": 49.962325696, "RemovedSizeGiB": 46.5310418009758, "RemovedKld": 0.000401, "RemovedPplDeltaPercent": 0.007900133749438237, "AnchorSizeBytes": 50121250496, "AnchorSizeGB": 50.121250496, "AnchorSizeGiB": 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"Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "RemovedSizeBytes": 49962325696, "RemovedSizeGB": 49.962325696, "RemovedSizeGiB": 46.5310418009758, "RemovedKld": 0.000401, "RemovedPplDeltaPercent": 0.007900133749438237, "AnchorSizeBytes": 50121250496, "AnchorSizeGB": 50.121250496, "AnchorSizeGiB": 46.67905205488205, "AnchorKld": 0.000274, "AnchorPplDeltaPercent": 0.0013018279090581157, "SizeDeltaPercent": 0.31708067621473895, "KldRatio": 1.4635036496350364, "PplAbsRatio": 6.0684931506454305 }, { "Scope": "group", "GroupName": "embeddings", "RemovedCandidate": "Unsloth-IQ4_NL", "AcceptedAnchor": "Unsloth-Q5_K_M", "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "RemovedSizeBytes": 49962325696, "RemovedSizeGB": 49.962325696, "RemovedSizeGiB": 46.5310418009758, "RemovedKld": 0.000401, "RemovedPplDeltaPercent": 0.007900133749438237, "AnchorSizeBytes": 50121250496, "AnchorSizeGB": 50.121250496, "AnchorSizeGiB": 46.67905205488205, "AnchorKld": 0.000274, "AnchorPplDeltaPercent": 0.0013018279090581157, "SizeDeltaPercent": 0.31708067621473895, "KldRatio": 1.4635036496350364, "PplAbsRatio": 6.0684931506454305 }, { "Scope": "group", "GroupName": "embeddings", "RemovedCandidate": "Unsloth-IQ4_XS", "AcceptedAnchor": "Unsloth-Q5_K_M", "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "RemovedSizeBytes": 49962325696, "RemovedSizeGB": 49.962325696, "RemovedSizeGiB": 46.5310418009758, "RemovedKld": 0.000401, "RemovedPplDeltaPercent": 0.007900133749438237, "AnchorSizeBytes": 50121250496, "AnchorSizeGB": 50.121250496, "AnchorSizeGiB": 46.67905205488205, "AnchorKld": 0.000274, "AnchorPplDeltaPercent": 0.0013018279090581157, "SizeDeltaPercent": 0.31708067621473895, "KldRatio": 1.4635036496350364, "PplAbsRatio": 6.0684931506454305 }, { "Scope": "group", "GroupName": "embeddings", "RemovedCandidate": "Unsloth-Q3_K_M", 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46.67905205488205, "RemovedKld": 0.00124, "RemovedPplDeltaPercent": 0.13134195274186475, "AnchorSizeBytes": 50290108096, "AnchorSizeGB": 50.290108096000004, "AnchorSizeGiB": 46.83631294965744, "AnchorKld": 0.000468, "AnchorPplDeltaPercent": -0.05670976370930926, "SizeDeltaPercent": 0.33576702535151376, "KldRatio": 2.6495726495726495, "PplAbsRatio": 2.316037735849429 }, { "Scope": "group", "GroupName": "lm_head", "RemovedCandidate": "Unsloth-UD-IQ3_XXS", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.34%) but disproportionate damage (KLD x2.65, |PPL| x2.32).", "RemovedSizeBytes": 50121250496, "RemovedSizeGB": 50.121250496, "RemovedSizeGiB": 46.67905205488205, "RemovedKld": 0.00124, "RemovedPplDeltaPercent": 0.13134195274186475, "AnchorSizeBytes": 50290108096, "AnchorSizeGB": 50.290108096000004, "AnchorSizeGiB": 46.83631294965744, "AnchorKld": 0.000468, "AnchorPplDeltaPercent": -0.05670976370930926, "SizeDeltaPercent": 0.33576702535151376, "KldRatio": 2.6495726495726495, "PplAbsRatio": 2.316037735849429 }, { "Scope": "group", "GroupName": "lm_head", "RemovedCandidate": "Unsloth-UD-IQ2_M", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).", "RemovedSizeBytes": 49793468096, "RemovedSizeGB": 49.793468096000005, "RemovedSizeGiB": 46.37378090620041, "RemovedKld": 0.016535, "RemovedPplDeltaPercent": 1.8420864913062889, "AnchorSizeBytes": 50290108096, "AnchorSizeGB": 50.290108096000004, "AnchorSizeGiB": 46.83631294965744, "AnchorKld": 0.000468, "AnchorPplDeltaPercent": -0.05670976370930926, "SizeDeltaPercent": 0.9875500745632757, "KldRatio": 35.331196581196586, "PplAbsRatio": 32.4827044025207 }, { "Scope": "group", "GroupName": "lm_head", "RemovedCandidate": "Unsloth-UD-Q2_K_XL", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).", "RemovedSizeBytes": 49793468096, 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x9.84, |PPL| x107.94).", "RemovedSizeBytes": 45763925696, "RemovedSizeGB": 45.76392569600001, "RemovedSizeGiB": 42.620977103710175, "RemovedKld": 0.022907, "RemovedPplDeltaPercent": 1.9115113687026275, "AnchorSizeBytes": 46522832576, "AnchorSizeGB": 46.522832576, "AnchorSizeGiB": 43.327764213085175, "AnchorKld": 0.002327, "AnchorPplDeltaPercent": 0.017708426214895115, "SizeDeltaPercent": 1.6312568216052727, "KldRatio": 9.844005156854319, "PplAbsRatio": 107.94360523662995 }, { "Scope": "group", "GroupName": "attn_kv", "RemovedCandidate": "Unsloth-Q5_K_M", "AcceptedAnchor": "Unsloth-UD-Q4_K_XL", "Reason": "Reason: small size gain (0.01%) but disproportionate damage (KLD x0.96, |PPL| x4.79).", "RemovedSizeBytes": 51562264256, "RemovedSizeGB": 51.56226425599999, "RemovedSizeGiB": 48.02110069990158, "RemovedKld": 0.00043, "RemovedPplDeltaPercent": 0.035648684797140257, "AnchorSizeBytes": 51567834816, "AnchorSizeGB": 51.567834816, "AnchorSizeGiB": 48.02628868818283, "AnchorKld": 0.00045, 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(0.01%) but disproportionate damage (KLD x1.49, |PPL| x19.97).", "RemovedSizeBytes": 51528144576, "RemovedSizeGB": 51.528144575999995, "RemovedSizeGiB": 47.989324271678925, "RemovedKld": 0.001308, "RemovedPplDeltaPercent": 0.1923138653588966, "AnchorSizeBytes": 51534370496, "AnchorSizeGB": 51.534370495999994, "AnchorSizeGiB": 47.995122611522675, "AnchorKld": 0.000877, "AnchorPplDeltaPercent": -0.009629959875166919, "SizeDeltaPercent": 0.012081102262582685, "KldRatio": 1.4914481185860888, "PplAbsRatio": 19.970370370371164 }, { "Scope": "group", "GroupName": "attn_kv", "RemovedCandidate": "Unsloth-Q3_K_M", "AcceptedAnchor": "Unsloth-Q4_K_S", "Reason": "Reason: small size gain (0.02%) but disproportionate damage (KLD x1.70, |PPL| x7.98).", "RemovedSizeBytes": 51521877696, "RemovedSizeGB": 51.521877696000004, "RemovedSizeGiB": 47.98348778486252, "RemovedKld": 0.001491, "RemovedPplDeltaPercent": 0.07684351315203064, "AnchorSizeBytes": 51534370496, "AnchorSizeGB": 51.534370495999994, "AnchorSizeGiB": 47.995122611522675, "AnchorKld": 0.000877, "AnchorPplDeltaPercent": -0.009629959875166919, "SizeDeltaPercent": 0.024241685461103415, "KldRatio": 1.700114025085519, "PplAbsRatio": 7.979629629630071 }, { "Scope": "group", "GroupName": "attn_kv", "RemovedCandidate": "Unsloth-UD-IQ2_M", "AcceptedAnchor": "Unsloth-Q4_K_S", "Reason": "Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, |PPL| x7.10).", "RemovedSizeBytes": 51519092416, "RemovedSizeGB": 51.519092416, "RemovedSizeGiB": 47.98089379072189, "RemovedKld": 0.001526, "RemovedPplDeltaPercent": 0.06835488185466246, "AnchorSizeBytes": 51534370496, "AnchorSizeGB": 51.534370495999994, "AnchorSizeGiB": 47.995122611522675, "AnchorKld": 0.000877, "AnchorPplDeltaPercent": -0.009629959875166919, "SizeDeltaPercent": 0.029646389104890404, "KldRatio": 1.7400228050171038, "PplAbsRatio": 7.098148148148711 }, { "Scope": "group", "GroupName": "attn_kv", "RemovedCandidate": "Unsloth-UD-Q2_K_XL", "AcceptedAnchor": "Unsloth-Q4_K_S", "Reason": "Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, |PPL| x7.10).", "RemovedSizeBytes": 51519092416, "RemovedSizeGB": 51.519092416, "RemovedSizeGiB": 47.98089379072189, "RemovedKld": 0.001526, "RemovedPplDeltaPercent": 0.06835488185466246, "AnchorSizeBytes": 51534370496, "AnchorSizeGB": 51.534370495999994, "AnchorSizeGiB": 47.995122611522675, "AnchorKld": 0.000877, "AnchorPplDeltaPercent": -0.009629959875166919, "SizeDeltaPercent": 0.029646389104890404, "KldRatio": 1.7400228050171038, "PplAbsRatio": 7.098148148148711 }, { "Scope": "group", "GroupName": "attn_kv", "RemovedCandidate": "Unsloth-UD-IQ2_XXS", "AcceptedAnchor": "Unsloth-Q4_K_S", "Reason": "Reason: small size gain (0.04%) but disproportionate damage (KLD x2.43, |PPL| x14.11).", "RemovedSizeBytes": 51515692736, "RemovedSizeGB": 51.515692736000005, "RemovedSizeGiB": 47.977727591991425, "RemovedKld": 0.002135, "RemovedPplDeltaPercent": 0.1359072670530597, "AnchorSizeBytes": 51534370496, "AnchorSizeGB": 51.534370495999994, "AnchorSizeGiB": 47.995122611522675, "AnchorKld": 0.000877, "AnchorPplDeltaPercent": -0.009629959875166919, "SizeDeltaPercent": 0.03624330678774806, "KldRatio": 2.434435575826682, "PplAbsRatio": 14.112962962963953 }, { "Scope": "group", "GroupName": "attn_kv", "RemovedCandidate": "Unsloth-Q3_K_S", "AcceptedAnchor": "Unsloth-Q4_K_S", "Reason": "Reason: small size gain (0.05%) but disproportionate damage (KLD x7.36, |PPL| x87.26).", "RemovedSizeBytes": 51510040256, "RemovedSizeGB": 51.510040256, "RemovedSizeGiB": 47.97246330976486, "RemovedKld": 0.006459, "RemovedPplDeltaPercent": 0.8403566651805623, "AnchorSizeBytes": 51534370496, "AnchorSizeGB": 51.534370495999994, "AnchorSizeGiB": 47.995122611522675, "AnchorKld": 0.000877, "AnchorPplDeltaPercent": -0.009629959875166919, "SizeDeltaPercent": 0.04721167594719813, "KldRatio": 7.364880273660206, "PplAbsRatio": 87.2648148148173 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-Q5_K_M", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).", "RemovedSizeBytes": 51088070336, "RemovedSizeGB": 51.088070336, "RemovedSizeGiB": 47.579473197460175, "RemovedKld": 0.000445, "RemovedPplDeltaPercent": 0.045920641997328863, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.1388309156628346, "KldRatio": 1.7799999999999998, "PplAbsRatio": 5.878995433791274 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-Q5_K_S", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).", "RemovedSizeBytes": 51088070336, "RemovedSizeGB": 51.088070336, "RemovedSizeGiB": 47.579473197460175, "RemovedKld": 0.000445, "RemovedPplDeltaPercent": 0.045920641997328863, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.1388309156628346, "KldRatio": 1.7799999999999998, "PplAbsRatio": 5.878995433791274 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-UD-Q4_K_XL", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).", "RemovedSizeBytes": 51088070336, "RemovedSizeGB": 51.088070336, "RemovedSizeGiB": 47.579473197460175, "RemovedKld": 0.000445, "RemovedPplDeltaPercent": 0.045920641997328863, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.1388309156628346, "KldRatio": 1.7799999999999998, "PplAbsRatio": 5.878995433791274 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-Q4_K_M", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).", "RemovedSizeBytes": 51021223616, "RemovedSizeGB": 51.02122361599999, "RemovedSizeGiB": 47.517217338085175, "RemovedKld": 0.001007, "RemovedPplDeltaPercent": -0.06947837717343061, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.2694953068749142, "KldRatio": 4.0280000000000005, "PplAbsRatio": 8.8949771689513 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-Q4_K_S", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).", "RemovedSizeBytes": 51021223616, "RemovedSizeGB": 51.02122361599999, "RemovedSizeGiB": 47.517217338085175, "RemovedKld": 0.001007, "RemovedPplDeltaPercent": -0.06947837717343061, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.2694953068749142, "KldRatio": 4.0280000000000005, "PplAbsRatio": 8.8949771689513 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-Q3_K_M", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).", "RemovedSizeBytes": 51021223616, "RemovedSizeGB": 51.02122361599999, "RemovedSizeGiB": 47.517217338085175, "RemovedKld": 0.001007, "RemovedPplDeltaPercent": -0.06947837717343061, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.2694953068749142, "KldRatio": 4.0280000000000005, "PplAbsRatio": 8.8949771689513 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-UD-Q3_K_XL", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.30%) but disproportionate damage (KLD x4.44, |PPL| x21.45).", "RemovedSizeBytes": 51004511936, "RemovedSizeGB": 51.00451193599999, "RemovedSizeGiB": 47.501653373241425, "RemovedKld": 0.001109, "RemovedPplDeltaPercent": 0.16752563530985906, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.30216140467793406, "KldRatio": 4.436, "PplAbsRatio": 21.44748858447869 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-UD-IQ3_XXS", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).", "RemovedSizeBytes": 50950198976, "RemovedSizeGB": 50.95019897600001, "RemovedSizeGiB": 47.45107048749924, "RemovedKld": 0.002865, "RemovedPplDeltaPercent": 0.3166473473027254, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.40832622253774875, "KldRatio": 11.459999999999999, "PplAbsRatio": 40.538812785394576 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-UD-IQ2_M", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).", "RemovedSizeBytes": 50950198976, "RemovedSizeGB": 50.95019897600001, "RemovedSizeGiB": 47.45107048749924, "RemovedKld": 0.002865, "RemovedPplDeltaPercent": 0.3166473473027254, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.40832622253774875, "KldRatio": 11.459999999999999, "PplAbsRatio": 40.538812785394576 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-UD-Q2_K_XL", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).", "RemovedSizeBytes": 50950198976, "RemovedSizeGB": 50.95019897600001, "RemovedSizeGiB": 47.45107048749924, "RemovedKld": 0.002865, "RemovedPplDeltaPercent": 0.3166473473027254, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.40832622253774875, "KldRatio": 11.459999999999999, "PplAbsRatio": 40.538812785394576 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Unsloth-UD-IQ2_XXS", "AcceptedAnchor": "Unsloth-Q6_K", "Reason": "Reason: small size gain (0.51%) but disproportionate damage (KLD x38.04, |PPL| x141.05).", "RemovedSizeBytes": 50898343616, "RemovedSizeGB": 50.898343616, "RemovedSizeGiB": 47.402776420116425, "RemovedKld": 0.00951, "RemovedPplDeltaPercent": 1.1017209094962188, "AnchorSizeBytes": 51159094976, "AnchorSizeGB": 51.159094976, "AnchorSizeGiB": 47.64562004804611, "AnchorKld": 0.00025, "AnchorPplDeltaPercent": 0.007810967454301176, "SizeDeltaPercent": 0.5096872024853546, "KldRatio": 38.04, "PplAbsRatio": 141.04794520550035 }, { "Scope": "group", "GroupName": "ffn_up_gate", "RemovedCandidate": "Unsloth-IQ4_XS", "AcceptedAnchor": "Unsloth-Q4_K_M", "Reason": "Reason: small size gain (1.01%) but disproportionate damage (KLD x1.06, |PPL| x4.12).", "RemovedSizeBytes": 34777470656, "RemovedSizeGB": 34.777470656000006, "RemovedSizeGiB": 32.389043509960175, "RemovedKld": 0.006919, "RemovedPplDeltaPercent": 0.45094962104325464, "AnchorSizeBytes": 35133986496, "AnchorSizeGB": 35.133986496, "AnchorSizeGiB": 32.721074759960175, "AnchorKld": 0.006524, "AnchorPplDeltaPercent": 0.10933571110120172, "SizeDeltaPercent": 1.014732102890144, "KldRatio": 1.0605456774984672, "PplAbsRatio": 4.124449518838848 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-Q6_K", "AcceptedAnchor": "Q8_0", "Reason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).", "RemovedSizeBytes": 44955580096, "RemovedSizeGB": 44.955580096, "RemovedSizeGiB": 41.86814659833908, "RemovedKld": 0.000572, "RemovedPplDeltaPercent": -0.040213999108335195, "AnchorSizeBytes": 46358664896, "AnchorSizeGB": 46.35866489599999, "AnchorSizeGiB": 43.174871146678925, "AnchorKld": 0.000314, "AnchorPplDeltaPercent": -0.0010521622826616726, "SizeDeltaPercent": 3.02658586727562, "KldRatio": 1.821656050955414, "PplAbsRatio": 38.220338982885 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-UD-Q5_K_XL", "AcceptedAnchor": "Q8_0", "Reason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).", "RemovedSizeBytes": 44955580096, "RemovedSizeGB": 44.955580096, "RemovedSizeGiB": 41.86814659833908, "RemovedKld": 0.000572, "RemovedPplDeltaPercent": -0.040213999108335195, "AnchorSizeBytes": 46358664896, "AnchorSizeGB": 46.35866489599999, "AnchorSizeGiB": 43.174871146678925, "AnchorKld": 0.000314, "AnchorPplDeltaPercent": -0.0010521622826616726, "SizeDeltaPercent": 3.02658586727562, "KldRatio": 1.821656050955414, "PplAbsRatio": 38.220338982885 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-Q5_K_M", "AcceptedAnchor": "Q8_0", "Reason": "Reason: small size gain (3.84%) but disproportionate damage (KLD x3.08, |PPL| x40.51).", "RemovedSizeBytes": 44576782016, "RemovedSizeGB": 44.576782016, "RemovedSizeGiB": 41.51536339521408, "RemovedKld": 0.000966, "RemovedPplDeltaPercent": 0.042621489077130884, "AnchorSizeBytes": 46358664896, "AnchorSizeGB": 46.35866489599999, "AnchorSizeGiB": 43.174871146678925, "AnchorKld": 0.000314, "AnchorPplDeltaPercent": -0.0010521622826616726, "SizeDeltaPercent": 3.8436889500537523, "KldRatio": 3.0764331210191083, "PplAbsRatio": 40.50847457609922 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-Q4_K_S", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (1.44%) but disproportionate damage (KLD x2.61, |PPL| x1.55).", "RemovedSizeBytes": 43551102656, "RemovedSizeGB": 43.551102656000005, "RemovedSizeGiB": 40.560125052928925, "RemovedKld": 0.004065, "RemovedPplDeltaPercent": 0.10173874275523584, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 1.4372012278950101, "KldRatio": 2.609114249037227, "PplAbsRatio": 1.547748236570735 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-Q3_K_M", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (1.54%) but disproportionate damage (KLD x2.67, |PPL| x3.14).", "RemovedSizeBytes": 43506538176, "RemovedSizeGB": 43.506538176, "RemovedSizeGiB": 40.518621146678925, "RemovedKld": 0.004153, "RemovedPplDeltaPercent": 0.20650913954525846, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 1.5380574544139582, "KldRatio": 2.665596919127086, "PplAbsRatio": 3.1416169289202722 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-IQ4_NL", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (1.64%) but disproportionate damage (KLD x2.81, |PPL| x4.66).", "RemovedSizeBytes": 43461973696, "RemovedSizeGB": 43.461973696, "RemovedSizeGiB": 40.477117240428925, "RemovedKld": 0.004375, "RemovedPplDeltaPercent": 0.30619705751226267, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 1.6389136809329063, "KldRatio": 2.80808729139923, "PplAbsRatio": 4.65816603364074 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-UD-Q3_K_XL", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (2.05%) but disproportionate damage (KLD x2.93, |PPL| x6.73).", "RemovedSizeBytes": 43280930496, "RemovedSizeGB": 43.280930496, "RemovedSizeGiB": 40.3085076212883, "RemovedKld": 0.004566, "RemovedPplDeltaPercent": 0.4420864913062918, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 2.048642101166133, "KldRatio": 2.9306803594351734, "PplAbsRatio": 6.725447639717793 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-UD-IQ3_XXS", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (3.38%) but disproportionate damage (KLD x8.28, |PPL| x16.29).", "RemovedSizeBytes": 42692540096, "RemovedSizeGB": 42.692540096, "RemovedSizeGiB": 39.76052635908127, "RemovedKld": 0.012893, "RemovedPplDeltaPercent": 1.0709228711546994, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 3.3802594669241195, "KldRatio": 8.275353016688062, "PplAbsRatio": 16.291915355398398 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-Q3_K_S", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (3.38%) but disproportionate damage (KLD x11.23, |PPL| x10.28).", "RemovedSizeBytes": 42692540096, "RemovedSizeGB": 42.692540096, "RemovedSizeGiB": 39.76052635908127, "RemovedKld": 0.0175, "RemovedPplDeltaPercent": 0.6760410164957641, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 3.3802594669241195, "KldRatio": 11.23234916559692, "PplAbsRatio": 10.284590341833741 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-UD-IQ2_M", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).", "RemovedSizeBytes": 42434205376, "RemovedSizeGB": 42.43420537600001, "RemovedSizeGiB": 39.5199334025383, "RemovedKld": 0.023144, "RemovedPplDeltaPercent": 0.8921444493981283, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 3.9649104050261466, "KldRatio": 14.854942233632864, "PplAbsRatio": 13.572164948453333 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "Unsloth-UD-Q2_K_XL", "AcceptedAnchor": "Unsloth-Q5_K_S", "Reason": "Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).", "RemovedSizeBytes": 42434205376, "RemovedSizeGB": 42.43420537600001, "RemovedSizeGiB": 39.5199334025383, "RemovedKld": 0.023144, "RemovedPplDeltaPercent": 0.8921444493981283, "AnchorSizeBytes": 44186146496, "AnchorSizeGB": 44.186146496, "AnchorSizeGiB": 41.151555716991425, "AnchorKld": 0.001558, "AnchorPplDeltaPercent": 0.06573339277753149, "SizeDeltaPercent": 3.9649104050261466, "KldRatio": 14.854942233632864, "PplAbsRatio": 13.572164948453333 } ], "synergySecondChances": [ { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "Unsloth-UD-Q5_K_XL", "AcceptedAnchor": "Q8_0", "OriginalBadTradeReason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Unsloth-UD-Q5_K_XL\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q8_0\u0027", "RestoredSizeBytes": 44955580096, "RestoredKld": 0.000572, "RestoredPplDeltaPercent": -0.040213999108335195, "AnchorSizeBytes": 46358664896, "AnchorKld": 0.000314, "AnchorPplDeltaPercent": -0.0010521622826616726 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "Unsloth-Q6_K", "AcceptedAnchor": "Q8_0", "OriginalBadTradeReason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Unsloth-Q6_K\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q8_0\u0027", "RestoredSizeBytes": 44955580096, "RestoredKld": 0.000572, "RestoredPplDeltaPercent": -0.040213999108335195, "AnchorSizeBytes": 46358664896, "AnchorKld": 0.000314, "AnchorPplDeltaPercent": -0.0010521622826616726 } ], "notes": [ "Bad trade elimination: \u0027Unsloth-Q4_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "Bad trade elimination: \u0027Unsloth-UD-Q4_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "Bad trade elimination: \u0027Unsloth-IQ4_NL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "Bad trade elimination: \u0027Unsloth-IQ4_XS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).", "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).", "Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).", "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).", "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).", "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).", "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x2.65, |PPL| x2.32).", "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x2.65, |PPL| x2.32).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).", "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).", "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x1.58, |PPL| x25.66).", "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.55%) but disproportionate damage (KLD x2.28, |PPL| x4.15).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.04%) but disproportionate damage (KLD x3.85, |PPL| x28.93).", "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.04%) but disproportionate damage (KLD x3.85, |PPL| x28.93).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.63%) but disproportionate damage (KLD x9.84, |PPL| x107.94).", "Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q4_K_XL\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.96, |PPL| x4.79).", "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.91, |PPL| x18.69).", "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.49, |PPL| x19.97).", "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.02%) but disproportionate damage (KLD x1.70, |PPL| x7.98).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, |PPL| x7.10).", "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, |PPL| x7.10).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x2.43, |PPL| x14.11).", "Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.05%) but disproportionate damage (KLD x7.36, |PPL| x87.26).", "Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).", "Bad trade elimination: \u0027Unsloth-Q5_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).", "Bad trade elimination: \u0027Unsloth-UD-Q4_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).", "Bad trade elimination: \u0027Unsloth-Q4_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).", "Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).", "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).", "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.30%) but disproportionate damage (KLD x4.44, |PPL| x21.45).", "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).", "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.51%) but disproportionate damage (KLD x38.04, |PPL| x141.05).", "Bad trade elimination: \u0027Unsloth-IQ4_XS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_M\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (1.01%) but disproportionate damage (KLD x1.06, |PPL| x4.12).", "Bad trade elimination: \u0027Unsloth-Q6_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).", "Bad trade elimination: \u0027Unsloth-UD-Q5_K_XL\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).", "Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.84%) but disproportionate damage (KLD x3.08, |PPL| x40.51).", "Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.44%) but disproportionate damage (KLD x2.61, |PPL| x1.55).", "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.54%) but disproportionate damage (KLD x2.67, |PPL| x3.14).", "Bad trade elimination: \u0027Unsloth-IQ4_NL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.64%) but disproportionate damage (KLD x2.81, |PPL| x4.66).", "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.05%) but disproportionate damage (KLD x2.93, |PPL| x6.73).", "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.38%) but disproportionate damage (KLD x8.28, |PPL| x16.29).", "Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.38%) but disproportionate damage (KLD x11.23, |PPL| x10.28).", "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).", "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).", "Synergy second-chance rejected: \u0027Unsloth-UD-IQ2_M\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.96%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x14.85).", "Synergy second-chance rejected: \u0027Unsloth-UD-Q2_K_XL\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.96%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x14.85).", "Synergy second-chance rejected: \u0027Unsloth-UD-IQ3_XXS\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.38%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x8.28).", "Synergy second-chance rejected: \u0027Unsloth-UD-Q3_K_XL\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (2.05%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x2.93).", "Synergy second-chance rejected: \u0027Unsloth-Q4_K_S\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (1.44%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x2.61).", "Synergy second-chance rejected: \u0027Unsloth-Q5_K_M\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.84%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x3.08).", "Synergy second-chance restored: \u0027Unsloth-UD-Q5_K_XL\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q8_0\u0027.", "Synergy second-chance restored: \u0027Unsloth-Q6_K\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q8_0\u0027." ] }