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andyx10/ep-dashboards-qwen27b

EP Dashboards — Qwen3.6-27B Exemplar-Partitioning dashboards for Qwen/Qwen3.6-27B over the Pile Contents layer θ regions (K) p equiv. dictionary 0 0.80 1,924 28 qwen3_6-27b_L0_t0p80_ctx128_cache_pile 0.85 841 33 qwen3_6-27b_L0_t0p85_ctx128_cache_pile 0.90 251 38 qwen3_6-27b_L0_t0p90_ctx128_cache_pile 1 0.80 3,078 26 qwen3_6-27b_L1_t0p80_ctx128_cache_pile 0.85 1,169 31 qwen3_6-27b_L1_t0p85_ctx128_cache_pile 0.90 313 36… See the full description on the dataset page: https://huggingface.co/datasets/andyx10/ep-dashboards-qwen27b.

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EP Dashboards — Qwen3.6-27B

Exemplar-Partitioning dashboards for Qwen/Qwen3.6-27B over the Pile

Contents

layerθregions (K)p equiv.dictionary
00.801,92428qwen3_6-27b_L0_t0p80_ctx128_cache_pile
0.8584133qwen3_6-27b_L0_t0p85_ctx128_cache_pile
0.9025138qwen3_6-27b_L0_t0p90_ctx128_cache_pile
10.803,07826qwen3_6-27b_L1_t0p80_ctx128_cache_pile
0.851,16931qwen3_6-27b_L1_t0p85_ctx128_cache_pile
0.9031336qwen3_6-27b_L1_t0p90_ctx128_cache_pile
20.808,70317qwen3_6-27b_L2_t0p80_ctx128_cache_pile
0.854,10321qwen3_6-27b_L2_t0p85_ctx128_cache_pile
0.901,14128qwen3_6-27b_L2_t0p90_ctx128_cache_pile
30.807,75222qwen3_6-27b_L3_t0p80_ctx128_cache_pile
0.853,36527qwen3_6-27b_L3_t0p85_ctx128_cache_pile
0.9089433qwen3_6-27b_L3_t0p90_ctx128_cache_pile
40.8010,80222qwen3_6-27b_L4_t0p80_ctx128_cache_pile
0.854,23426qwen3_6-27b_L4_t0p85_ctx128_cache_pile
0.9094332qwen3_6-27b_L4_t0p90_ctx128_cache_pile
50.8012,00520qwen3_6-27b_L5_t0p80_ctx128_cache_pile
0.854,41024qwen3_6-27b_L5_t0p85_ctx128_cache_pile
0.9093230qwen3_6-27b_L5_t0p90_ctx128_cache_pile
60.8012,88615qwen3_6-27b_L6_t0p80_ctx128_cache_pile
0.854,39419qwen3_6-27b_L6_t0p85_ctx128_cache_pile
0.9087926qwen3_6-27b_L6_t0p90_ctx128_cache_pile
70.8013,99816qwen3_6-27b_L7_t0p80_ctx128_cache_pile
0.854,77820qwen3_6-27b_L7_t0p85_ctx128_cache_pile
0.9097526qwen3_6-27b_L7_t0p90_ctx128_cache_pile
80.8014,47815qwen3_6-27b_L8_t0p80_ctx128_cache_pile
0.854,88519qwen3_6-27b_L8_t0p85_ctx128_cache_pile
0.901,05725qwen3_6-27b_L8_t0p90_ctx128_cache_pile
90.8013,73714qwen3_6-27b_L9_t0p80_ctx128_cache_pile
0.854,53018qwen3_6-27b_L9_t0p85_ctx128_cache_pile
0.9089325qwen3_6-27b_L9_t0p90_ctx128_cache_pile
100.8011,74513qwen3_6-27b_L10_t0p80_ctx128_cache_pile
0.853,59618qwen3_6-27b_L10_t0p85_ctx128_cache_pile
0.9071724qwen3_6-27b_L10_t0p90_ctx128_cache_pile
110.809,29815qwen3_6-27b_L11_t0p80_ctx128_cache_pile
0.852,82220qwen3_6-27b_L11_t0p85_ctx128_cache_pile
0.9059026qwen3_6-27b_L11_t0p90_ctx128_cache_pile
120.808,85215qwen3_6-27b_L12_t0p80_ctx128_cache_pile
0.852,64420qwen3_6-27b_L12_t0p85_ctx128_cache_pile
0.9057127qwen3_6-27b_L12_t0p90_ctx128_cache_pile
130.8010,16712qwen3_6-27b_L13_t0p80_ctx128_cache_pile
0.852,91717qwen3_6-27b_L13_t0p85_ctx128_cache_pile
0.9061324qwen3_6-27b_L13_t0p90_ctx128_cache_pile
140.8011,66410qwen3_6-27b_L14_t0p80_ctx128_cache_pile
0.853,21114qwen3_6-27b_L14_t0p85_ctx128_cache_pile
0.9065522qwen3_6-27b_L14_t0p90_ctx128_cache_pile
150.8012,9788qwen3_6-27b_L15_t0p80_ctx128_cache_pile
0.853,52913qwen3_6-27b_L15_t0p85_ctx128_cache_pile
0.9072020qwen3_6-27b_L15_t0p90_ctx128_cache_pile
160.8014,4855qwen3_6-27b_L16_t0p80_ctx128_cache_pile
0.853,7679qwen3_6-27b_L16_t0p85_ctx128_cache_pile
0.9071815qwen3_6-27b_L16_t0p90_ctx128_cache_pile
170.8015,1804qwen3_6-27b_L17_t0p80_ctx128_cache_pile
0.853,8046qwen3_6-27b_L17_t0p85_ctx128_cache_pile
0.9070311qwen3_6-27b_L17_t0p90_ctx128_cache_pile
180.8014,6192qwen3_6-27b_L18_t0p80_ctx128_cache_pile
0.853,7124qwen3_6-27b_L18_t0p85_ctx128_cache_pile
0.907009qwen3_6-27b_L18_t0p90_ctx128_cache_pile
190.8016,1502qwen3_6-27b_L19_t0p80_ctx128_cache_pile
0.854,1553qwen3_6-27b_L19_t0p85_ctx128_cache_pile
0.907977qwen3_6-27b_L19_t0p90_ctx128_cache_pile
200.8016,6572qwen3_6-27b_L20_t0p80_ctx128_cache_pile
0.854,6003qwen3_6-27b_L20_t0p85_ctx128_cache_pile
0.909117qwen3_6-27b_L20_t0p90_ctx128_cache_pile
210.8017,5132qwen3_6-27b_L21_t0p80_ctx128_cache_pile
0.855,0733qwen3_6-27b_L21_t0p85_ctx128_cache_pile
0.901,0807qwen3_6-27b_L21_t0p90_ctx128_cache_pile
220.8016,2092qwen3_6-27b_L22_t0p80_ctx128_cache_pile
0.854,8244qwen3_6-27b_L22_t0p85_ctx128_cache_pile
0.909908qwen3_6-27b_L22_t0p90_ctx128_cache_pile
230.8018,1022qwen3_6-27b_L23_t0p80_ctx128_cache_pile
0.855,4304qwen3_6-27b_L23_t0p85_ctx128_cache_pile
0.901,1008qwen3_6-27b_L23_t0p90_ctx128_cache_pile
240.8016,6242qwen3_6-27b_L24_t0p80_ctx128_cache_pile
0.854,9234qwen3_6-27b_L24_t0p85_ctx128_cache_pile
0.909758qwen3_6-27b_L24_t0p90_ctx128_cache_pile
250.8018,4122qwen3_6-27b_L25_t0p80_ctx128_cache_pile
0.855,2913qwen3_6-27b_L25_t0p85_ctx128_cache_pile
0.909527qwen3_6-27b_L25_t0p90_ctx128_cache_pile
260.8017,6452qwen3_6-27b_L26_t0p80_ctx128_cache_pile
0.854,5594qwen3_6-27b_L26_t0p85_ctx128_cache_pile
0.907257qwen3_6-27b_L26_t0p90_ctx128_cache_pile
270.8018,7282qwen3_6-27b_L27_t0p80_ctx128_cache_pile
0.854,5143qwen3_6-27b_L27_t0p85_ctx128_cache_pile
0.906937qwen3_6-27b_L27_t0p90_ctx128_cache_pile
280.8017,8292qwen3_6-27b_L28_t0p80_ctx128_cache_pile
0.853,9283qwen3_6-27b_L28_t0p85_ctx128_cache_pile
0.906157qwen3_6-27b_L28_t0p90_ctx128_cache_pile
290.8018,6812qwen3_6-27b_L29_t0p80_ctx128_cache_pile
0.853,8943qwen3_6-27b_L29_t0p85_ctx128_cache_pile
0.905807qwen3_6-27b_L29_t0p90_ctx128_cache_pile
300.8017,5802qwen3_6-27b_L30_t0p80_ctx128_cache_pile
0.853,5573qwen3_6-27b_L30_t0p85_ctx128_cache_pile
0.905367qwen3_6-27b_L30_t0p90_ctx128_cache_pile
310.8022,4742qwen3_6-27b_L31_t0p80_ctx128_cache_pile
0.854,4373qwen3_6-27b_L31_t0p85_ctx128_cache_pile
0.906357qwen3_6-27b_L31_t0p90_ctx128_cache_pile
320.8022,5422qwen3_6-27b_L32_t0p80_ctx128_cache_pile
0.854,3413qwen3_6-27b_L32_t0p85_ctx128_cache_pile
0.906067qwen3_6-27b_L32_t0p90_ctx128_cache_pile
330.8018,8252qwen3_6-27b_L33_t0p80_ctx128_cache_pile
0.853,6333qwen3_6-27b_L33_t0p85_ctx128_cache_pile
0.905317qwen3_6-27b_L33_t0p90_ctx128_cache_pile
340.8014,4822qwen3_6-27b_L34_t0p80_ctx128_cache_pile
0.852,9174qwen3_6-27b_L34_t0p85_ctx128_cache_pile
0.904658qwen3_6-27b_L34_t0p90_ctx128_cache_pile
350.8013,5273qwen3_6-27b_L35_t0p80_ctx128_cache_pile
0.852,8644qwen3_6-27b_L35_t0p85_ctx128_cache_pile
0.904988qwen3_6-27b_L35_t0p90_ctx128_cache_pile
360.8012,4343qwen3_6-27b_L36_t0p80_ctx128_cache_pile
0.852,9485qwen3_6-27b_L36_t0p85_ctx128_cache_pile
0.905558qwen3_6-27b_L36_t0p90_ctx128_cache_pile
370.8013,3633qwen3_6-27b_L37_t0p80_ctx128_cache_pile
0.853,2764qwen3_6-27b_L37_t0p85_ctx128_cache_pile
0.906048qwen3_6-27b_L37_t0p90_ctx128_cache_pile
380.8012,1783qwen3_6-27b_L38_t0p80_ctx128_cache_pile
0.853,1385qwen3_6-27b_L38_t0p85_ctx128_cache_pile
0.905919qwen3_6-27b_L38_t0p90_ctx128_cache_pile
390.8013,2723qwen3_6-27b_L39_t0p80_ctx128_cache_pile
0.853,3265qwen3_6-27b_L39_t0p85_ctx128_cache_pile
0.906429qwen3_6-27b_L39_t0p90_ctx128_cache_pile
400.8012,2113qwen3_6-27b_L40_t0p80_ctx128_cache_pile
0.853,1255qwen3_6-27b_L40_t0p85_ctx128_cache_pile
0.905719qwen3_6-27b_L40_t0p90_ctx128_cache_pile
410.8011,9893qwen3_6-27b_L41_t0p80_ctx128_cache_pile
0.852,9344qwen3_6-27b_L41_t0p85_ctx128_cache_pile
0.905378qwen3_6-27b_L41_t0p90_ctx128_cache_pile
420.8010,9973qwen3_6-27b_L42_t0p80_ctx128_cache_pile
0.852,5595qwen3_6-27b_L42_t0p85_ctx128_cache_pile
0.904519qwen3_6-27b_L42_t0p90_ctx128_cache_pile
430.809,5403qwen3_6-27b_L43_t0p80_ctx128_cache_pile
0.852,2115qwen3_6-27b_L43_t0p85_ctx128_cache_pile
0.903899qwen3_6-27b_L43_t0p90_ctx128_cache_pile
440.808,2233qwen3_6-27b_L44_t0p80_ctx128_cache_pile
0.851,8875qwen3_6-27b_L44_t0p85_ctx128_cache_pile
0.9035210qwen3_6-27b_L44_t0p90_ctx128_cache_pile
450.808,0913qwen3_6-27b_L45_t0p80_ctx128_cache_pile
0.851,8165qwen3_6-27b_L45_t0p85_ctx128_cache_pile
0.9034110qwen3_6-27b_L45_t0p90_ctx128_cache_pile
460.807,4853qwen3_6-27b_L46_t0p80_ctx128_cache_pile
0.851,6995qwen3_6-27b_L46_t0p85_ctx128_cache_pile
0.9032710qwen3_6-27b_L46_t0p90_ctx128_cache_pile
470.807,6142qwen3_6-27b_L47_t0p80_ctx128_cache_pile
0.851,7365qwen3_6-27b_L47_t0p85_ctx128_cache_pile
0.903369qwen3_6-27b_L47_t0p90_ctx128_cache_pile
480.806,6703qwen3_6-27b_L48_t0p80_ctx128_cache_pile
0.851,5735qwen3_6-27b_L48_t0p85_ctx128_cache_pile
0.9030710qwen3_6-27b_L48_t0p90_ctx128_cache_pile
490.806,0253qwen3_6-27b_L49_t0p80_ctx128_cache_pile
0.851,4275qwen3_6-27b_L49_t0p85_ctx128_cache_pile
0.902949qwen3_6-27b_L49_t0p90_ctx128_cache_pile
500.804,9373qwen3_6-27b_L50_t0p80_ctx128_cache_pile
0.851,2295qwen3_6-27b_L50_t0p85_ctx128_cache_pile
0.9027110qwen3_6-27b_L50_t0p90_ctx128_cache_pile
510.805,3743qwen3_6-27b_L51_t0p80_ctx128_cache_pile
0.851,3895qwen3_6-27b_L51_t0p85_ctx128_cache_pile
0.9030210qwen3_6-27b_L51_t0p90_ctx128_cache_pile
520.805,8334qwen3_6-27b_L52_t0p80_ctx128_cache_pile
0.851,5576qwen3_6-27b_L52_t0p85_ctx128_cache_pile
0.9033410qwen3_6-27b_L52_t0p90_ctx128_cache_pile
530.806,5293qwen3_6-27b_L53_t0p80_ctx128_cache_pile
0.851,8105qwen3_6-27b_L53_t0p85_ctx128_cache_pile
0.9038410qwen3_6-27b_L53_t0p90_ctx128_cache_pile
540.807,0843qwen3_6-27b_L54_t0p80_ctx128_cache_pile
0.851,9875qwen3_6-27b_L54_t0p85_ctx128_cache_pile
0.9042010qwen3_6-27b_L54_t0p90_ctx128_cache_pile
550.808,7523qwen3_6-27b_L55_t0p80_ctx128_cache_pile
0.852,4185qwen3_6-27b_L55_t0p85_ctx128_cache_pile
0.9051310qwen3_6-27b_L55_t0p90_ctx128_cache_pile
560.809,2024qwen3_6-27b_L56_t0p80_ctx128_cache_pile
0.852,5766qwen3_6-27b_L56_t0p85_ctx128_cache_pile
0.9054210qwen3_6-27b_L56_t0p90_ctx128_cache_pile
570.8010,3904qwen3_6-27b_L57_t0p80_ctx128_cache_pile
0.852,9766qwen3_6-27b_L57_t0p85_ctx128_cache_pile
0.9061311qwen3_6-27b_L57_t0p90_ctx128_cache_pile
580.8011,2774qwen3_6-27b_L58_t0p80_ctx128_cache_pile
0.853,2577qwen3_6-27b_L58_t0p85_ctx128_cache_pile
0.9067112qwen3_6-27b_L58_t0p90_ctx128_cache_pile
590.8013,1543qwen3_6-27b_L59_t0p80_ctx128_cache_pile
0.853,5906qwen3_6-27b_L59_t0p85_ctx128_cache_pile
0.9070411qwen3_6-27b_L59_t0p90_ctx128_cache_pile
600.8012,1144qwen3_6-27b_L60_t0p80_ctx128_cache_pile
0.853,3716qwen3_6-27b_L60_t0p85_ctx128_cache_pile
0.9065411qwen3_6-27b_L60_t0p90_ctx128_cache_pile
610.8012,2853qwen3_6-27b_L61_t0p80_ctx128_cache_pile
0.853,2655qwen3_6-27b_L61_t0p85_ctx128_cache_pile
0.9062510qwen3_6-27b_L61_t0p90_ctx128_cache_pile
620.8010,5414qwen3_6-27b_L62_t0p80_ctx128_cache_pile
0.852,7606qwen3_6-27b_L62_t0p85_ctx128_cache_pile
0.9054310qwen3_6-27b_L62_t0p90_ctx128_cache_pile

Each dictionary folder holds:

filecontents
regions_NNN.htmlregion pages
regions_NNN.jsonembedded region pages
header.jsondict metadata
vectors.npzexemplar and mean direction per region

Generated by EPDashboard.

  • In the original post, varying EP dictionaries work by picking the region radius θ indirecty (as the p-th percentile of pairwise centered-cosine distances over a calibration batch). This means dictionaries would be sorted by p values ∈ {1, 2, 4, 8, 10}. In this source, we set region radius θ directly instead, at 0.80 / 0.85 / 0.90 for every layer. This remediates some of the issues with standardizing across p value dictionaries (ie exploding region sizes: percentile-based builds in early layers exceeded 48,000 regions before a tenth of the corpus) Each dictionary here includes a p equiv. column, which is the percentile that would have produced its θ on that layer, for reference. We were motivated by the fact that θ(p) does not transfer across depth in this model: the median pairwise distance is ~1.00 at every layer measured (0.6% spread from L7 to L55), but the lower tail p reads varies ~200× (4.27% of pairs below distance 0.5 at L7 against 0.02% at L23). Fixing θ allows every region in the dataset to be the same size, so layers are comparable region by region.

References