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- pairs/pair_0/att_patching/att_results.json +0 -0
- pairs/pair_0/diffmeans/diffmeans_results.json +947 -0
- pairs/pair_0/geo/geo_results.json +0 -0
- pairs/pair_0/sweep_attn_out/coarse_results.json +0 -0
- pairs/pair_0/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt +78 -0
- pairs/pair_0/sweep_component_comparison/README.md +104 -0
- pairs/pair_0/sweep_mlp_out/coarse_results.json +0 -0
- pairs/pair_0/sweep_resid_post/coarse_results.json +0 -0
- pairs/pair_0/sweep_resid_pre/coarse_results.json +0 -0
- pairs/pair_1/att_patching/att_results.json +0 -0
- pairs/pair_1/diffmeans/diffmeans_results.json +947 -0
- pairs/pair_1/geo/geo_results.json +0 -0
- pairs/pair_1/sweep_attn_out/coarse_results.json +0 -0
- pairs/pair_1/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt +78 -0
- pairs/pair_1/sweep_component_comparison/README.md +104 -0
- pairs/pair_1/sweep_mlp_out/coarse_results.json +0 -0
- pairs/pair_1/sweep_resid_post/coarse_results.json +0 -0
- pairs/pair_1/sweep_resid_pre/coarse_results.json +0 -0
- pairs/pair_12/diffmeans/diffmeans_results.json +947 -0
- pairs/pair_12/geo/geo_results.json +0 -0
- pairs/pair_12/sweep_attn_out/coarse_results.json +0 -0
- pairs/pair_12/sweep_component_comparison/.DS_Store +0 -0
- pairs/pair_12/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt +78 -0
- pairs/pair_12/sweep_component_comparison/README.md +104 -0
- pairs/pair_12/sweep_mlp_out/coarse_results.json +0 -0
- pairs/pair_12/sweep_resid_post/coarse_results.json +0 -0
- pairs/pair_12/sweep_resid_pre/coarse_results.json +0 -0
- pairs/pair_13/att_patching/att_results.json +0 -0
- pairs/pair_13/diffmeans/diffmeans_results.json +947 -0
- pairs/pair_13/geo/geo_results.json +0 -0
- pairs/pair_13/sweep_attn_out/coarse_results.json +0 -0
- pairs/pair_13/sweep_component_comparison/.DS_Store +0 -0
- pairs/pair_13/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt +78 -0
- pairs/pair_13/sweep_component_comparison/README.md +104 -0
- pairs/pair_13/sweep_mlp_out/coarse_results.json +0 -0
- pairs/pair_13/sweep_resid_post/coarse_results.json +0 -0
- pairs/pair_13/sweep_resid_pre/coarse_results.json +0 -0
- pairs/pair_14/diffmeans/diffmeans_results.json +947 -0
- pairs/pair_14/geo/geo_results.json +0 -0
- pairs/pair_14/sweep_attn_out/coarse_results.json +0 -0
- pairs/pair_14/sweep_component_comparison/.DS_Store +0 -0
- pairs/pair_14/sweep_mlp_out/coarse_results.json +0 -0
- pairs/pair_14/sweep_resid_post/coarse_results.json +0 -0
- pairs/pair_14/sweep_resid_pre/coarse_results.json +0 -0
- pairs/pair_15/att_patching/att_results.json +0 -0
- pairs/pair_15/diffmeans/diffmeans_results.json +947 -0
- pairs/pair_15/geo/geo_results.json +0 -0
- pairs/pair_15/sweep_attn_out/coarse_results.json +0 -0
- pairs/pair_15/sweep_component_comparison/.DS_Store +0 -0
- pairs/pair_15/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt +78 -0
pairs/pair_0/att_patching/att_results.json
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pairs/pair_0/diffmeans/diffmeans_results.json
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+
},
|
| 946 |
+
"primary_position": 133
|
| 947 |
+
}
|
pairs/pair_0/geo/geo_results.json
ADDED
|
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See raw diff
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|
pairs/pair_0/sweep_attn_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
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|
pairs/pair_0/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt
ADDED
|
@@ -0,0 +1,78 @@
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|
| 1 |
+
# Circuit Summary
|
| 2 |
+
|
| 3 |
+
This document summarizes the inferred circuit from activation patching analysis.
|
| 4 |
+
Scores shown as: noising_disruption / denoising_recovery
|
| 5 |
+
|
| 6 |
+
## Key Finding: Two-Phase Architecture
|
| 7 |
+
|
| 8 |
+
The circuit operates in two phases:
|
| 9 |
+
1. **Attention phase**: Attention heads read from source positions and route information
|
| 10 |
+
2. **MLP phase**: MLP layers transform and write to destination positions
|
| 11 |
+
|
| 12 |
+
## Source Positions (Early)
|
| 13 |
+
|
| 14 |
+
Found 4 key source positions (1 have backup pathways):
|
| 15 |
+
- P83: 0.963/0.016 (important)
|
| 16 |
+
- P78: 0.787/-0.049 (important)
|
| 17 |
+
- P73: 0.752/0.931 (REDUNDANT - has backups)
|
| 18 |
+
- P98: 0.053/-0.001 (important)
|
| 19 |
+
|
| 20 |
+
Interpretation: Redundant positions have denoising > noising, meaning
|
| 21 |
+
the model can recover even when these positions are corrupted (backup pathways exist).
|
| 22 |
+
|
| 23 |
+
## Attention Layers
|
| 24 |
+
|
| 25 |
+
Top attention layers (ranked by noising disruption):
|
| 26 |
+
- L24: 0.414/0.364 ★ MULTI-FUNCTION
|
| 27 |
+
- L30: 0.165/0.152
|
| 28 |
+
- L29: 0.162/0.137
|
| 29 |
+
- L23: 0.157/0.198
|
| 30 |
+
- L21: 0.153/0.209
|
| 31 |
+
|
| 32 |
+
These layers read from source positions and route information.
|
| 33 |
+
Multi-function layers (L24) appear in both attention AND MLP top lists,
|
| 34 |
+
suggesting they do double-duty processing.
|
| 35 |
+
|
| 36 |
+
## MLP Layers
|
| 37 |
+
|
| 38 |
+
Top MLP layers (ranked by noising disruption):
|
| 39 |
+
- L35: 0.262/0.266
|
| 40 |
+
- L31: 0.208/0.174
|
| 41 |
+
- L24: 0.151/0.208 ★ MULTI-FUNCTION
|
| 42 |
+
- L34: 0.148/0.095
|
| 43 |
+
- L27: 0.088/0.064
|
| 44 |
+
|
| 45 |
+
These layers transform information and write to destination positions.
|
| 46 |
+
|
| 47 |
+
## Destination Positions (Late) - THE BOTTLENECK
|
| 48 |
+
|
| 49 |
+
Found 4 key destination positions:
|
| 50 |
+
- P138: 1.000/0.000 (★ BOTTLENECK)
|
| 51 |
+
- P118: 0.186/0.000 (secondary)
|
| 52 |
+
- P133: 0.171/0.000 (secondary)
|
| 53 |
+
- P103: 0.024/-0.001 (secondary)
|
| 54 |
+
|
| 55 |
+
CRITICAL: 1 position(s) are true bottlenecks (noising > 0.5).
|
| 56 |
+
Corrupting these positions severely disrupts the model's output.
|
| 57 |
+
This is where the final answer is computed.
|
| 58 |
+
|
| 59 |
+
## Layer-Position Bindings
|
| 60 |
+
|
| 61 |
+
These show which layers act at which positions (the actual circuit edges):
|
| 62 |
+
|
| 63 |
+
- L21-L30 attention reads from P73-P98
|
| 64 |
+
- L24-L35 MLP writes to P103-P138
|
| 65 |
+
|
| 66 |
+
## Methodology Notes
|
| 67 |
+
|
| 68 |
+
- **Noising** (disruption): Replace clean activation with corrupted → measures necessity
|
| 69 |
+
- **Denoising** (recovery): Replace corrupted activation with clean → measures sufficiency
|
| 70 |
+
- High noising + low denoising = necessary but has backups (OR relationship)
|
| 71 |
+
- High noising + high denoising = necessary AND sufficient (AND relationship)
|
| 72 |
+
- The redundancy gap (noising - denoising) indicates how replaceable a component is
|
| 73 |
+
- **Denoising-only positions filtered**: Positions where denoising >> noising are excluded
|
| 74 |
+
as they indicate artifacts rather than true circuit components
|
| 75 |
+
|
| 76 |
+
## Circuit Diagram
|
| 77 |
+
|
| 78 |
+
See information_flow_diagram.png for a visual representation.
|
pairs/pair_0/sweep_component_comparison/README.md
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
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|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
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|
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|
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|
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
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|
|
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|
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|
|
|
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|
|
|
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|
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|
|
|
|
|
|
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|
|
|
|
|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
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|
|
|
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|
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|
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|
|
|
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|
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|
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|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Component Comparison Plots
|
| 2 |
+
|
| 3 |
+
This directory contains activation patching analysis visualizations organized
|
| 4 |
+
into five categories. Each plot has a figure number for easy reference.
|
| 5 |
+
|
| 6 |
+
## Quick Start
|
| 7 |
+
|
| 8 |
+
1. **Check 01_sanity_checks/** first - if these fail, results are unreliable
|
| 9 |
+
2. **Read 05_circuit_synthesis/circuit_summary.txt** for the plain-text explanation
|
| 10 |
+
3. **View 05_circuit_synthesis/information_flow_diagram.png** for the visual summary
|
| 11 |
+
4. Drill into other folders for detailed analysis
|
| 12 |
+
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
## Directory Structure
|
| 16 |
+
|
| 17 |
+
### 01_sanity_checks/
|
| 18 |
+
*Validation plots - check these first. If they fail, everything else is suspect.*
|
| 19 |
+
|
| 20 |
+
| Fig | File | Description |
|
| 21 |
+
|-----|------|-------------|
|
| 22 |
+
| 1.1 | resid_delta_sanity.png | Compares resid_pre[L+1] vs resid_post[L] (should match) |
|
| 23 |
+
| 1.2 | resid_delta_difference.png | Difference plot with +/-0.02 tolerance band |
|
| 24 |
+
|
| 25 |
+
### 02_overview/
|
| 26 |
+
*The big picture: "Where does the computation happen?"*
|
| 27 |
+
|
| 28 |
+
| Fig | File | Description |
|
| 29 |
+
|-----|------|-------------|
|
| 30 |
+
| 2.1 | heatmap_layers_denoising.png | Layer × Component attribution (denoising recovery) |
|
| 31 |
+
| 2.2 | heatmap_layers_noising.png | Layer × Component attribution (noising disruption) |
|
| 32 |
+
| 2.3 | heatmap_layers_colnorm_denoising.png | Column-normalized heatmap (reveals fine structure) |
|
| 33 |
+
| 2.4 | heatmap_layers_colnorm_noising.png | Column-normalized heatmap (noising) |
|
| 34 |
+
| 2.5 | heatmap_positions_denoising.png | Position × Component attribution (denoising) |
|
| 35 |
+
| 2.6 | heatmap_positions_noising.png | Position × Component attribution (noising) |
|
| 36 |
+
| 2.7 | layer_position_heatmap.png | Layer × Position importance map (2D localization) |
|
| 37 |
+
|
| 38 |
+
### 03_component_decomp/
|
| 39 |
+
*Drilling in: "Is it attention or MLP? Which specific components?"*
|
| 40 |
+
|
| 41 |
+
| Fig | File | Description |
|
| 42 |
+
|-----|------|-------------|
|
| 43 |
+
| 3.1 | attn_vs_mlp_layer.png | Attention vs MLP scatter by layer |
|
| 44 |
+
| 3.2 | attn_vs_mlp_position.png | Attention vs MLP scatter by position |
|
| 45 |
+
| 3.3 | attn_vs_mlp_paired.png | Paired scatter with arrows (denoising→noising movement) |
|
| 46 |
+
| 3.4 | component_importance_ranked.png | Top components ranked with same-layer linking |
|
| 47 |
+
| 3.5 | cumulative_recovery.png | Cumulative recovery with dip annotations |
|
| 48 |
+
| 3.6 | marginal_contribution.png | Per-layer marginal contribution |
|
| 49 |
+
| 3.7 | position_component_interaction.png | Effect vs position for each component |
|
| 50 |
+
| 3.8 | position_interaction_zoomed.png | Zoomed panels for hub regions |
|
| 51 |
+
|
| 52 |
+
### 04_redundancy/
|
| 53 |
+
*Methodology comparison: "Can I trust the scores? What has backup pathways?"*
|
| 54 |
+
|
| 55 |
+
| Fig | File | Description |
|
| 56 |
+
|-----|------|-------------|
|
| 57 |
+
| 4.1 | noise_vs_denoise_per_component_layer.png | Noising vs denoising scatter (layers) |
|
| 58 |
+
| 4.2 | noise_vs_denoise_per_component_position.png | Noising vs denoising scatter (positions) |
|
| 59 |
+
| 4.3 | redundancy_gap.png | Redundancy gap (disruption - recovery) per layer |
|
| 60 |
+
| 4.4 | redundancy_gap_sorted.png | Redundancy gap sorted by magnitude |
|
| 61 |
+
| 4.5 | difference_heatmap_layer.png | Redundancy gap heatmap (layers) |
|
| 62 |
+
| 4.6 | difference_heatmap_position.png | Redundancy gap heatmap (positions) |
|
| 63 |
+
|
| 64 |
+
### 05_circuit_synthesis/
|
| 65 |
+
*The punchline: synthesized information flow.*
|
| 66 |
+
|
| 67 |
+
| Fig | File | Description |
|
| 68 |
+
|-----|------|-------------|
|
| 69 |
+
| 5.1 | information_flow_diagram.png | Circuit summary with redundancy and bottleneck annotations |
|
| 70 |
+
| — | circuit_summary.txt | Plain-text explanation of the circuit hypothesis |
|
| 71 |
+
|
| 72 |
+
---
|
| 73 |
+
|
| 74 |
+
## Interpretation Guide
|
| 75 |
+
|
| 76 |
+
### Scatter Plot Regions
|
| 77 |
+
- **AND region** (upper-right): High in both → necessary AND sufficient
|
| 78 |
+
- **OR region** (lower-right): High denoising, low noising → has backup pathways
|
| 79 |
+
|
| 80 |
+
### Redundancy Gap
|
| 81 |
+
- **Positive gap** (disruption > recovery): Component is necessary
|
| 82 |
+
- **Negative gap** (recovery > disruption): Component is sufficient but replaceable
|
| 83 |
+
|
| 84 |
+
### Scores in Circuit Diagram
|
| 85 |
+
- Format: noising_disruption / denoising_recovery
|
| 86 |
+
- Higher noising = more necessary (corrupting it breaks the model)
|
| 87 |
+
- Higher denoising = more sufficient (restoring it fixes the model)
|
| 88 |
+
|
| 89 |
+
### Visual Conventions
|
| 90 |
+
- ★ = Multi-function layer (appears in both attention and MLP top lists)
|
| 91 |
+
- Colored brackets = Same-layer components (e.g., L24_attn and L24_mlp)
|
| 92 |
+
- Red thick arrow = Critical bottleneck path
|
| 93 |
+
- Dashed arrow = Backup/bypass pathway
|
| 94 |
+
|
| 95 |
+
---
|
| 96 |
+
|
| 97 |
+
## Colormap Reference
|
| 98 |
+
|
| 99 |
+
| Plot Type | Colormap | Interpretation |
|
| 100 |
+
|-----------|----------|----------------|
|
| 101 |
+
| Recovery/Disruption heatmaps | RdYlGn | Green=high, Red=low |
|
| 102 |
+
| 2D localization map | Hot | White=high, Black=low |
|
| 103 |
+
| Redundancy gap heatmaps | RdBu_r | Red=necessity, Blue=sufficiency |
|
| 104 |
+
| Layer/position scatter | Viridis | Yellow=late, Purple=early |
|
pairs/pair_0/sweep_mlp_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_0/sweep_resid_post/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_0/sweep_resid_pre/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_1/att_patching/att_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_1/diffmeans/diffmeans_results.json
ADDED
|
@@ -0,0 +1,947 @@
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| 1 |
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| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 14 |
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| 15 |
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| 16 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 42 |
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| 43 |
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| 44 |
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| 55 |
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| 58 |
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| 68 |
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| 72 |
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| 74 |
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| 75 |
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| 76 |
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| 80 |
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| 81 |
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| 82 |
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| 83 |
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| 84 |
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| 85 |
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| 94 |
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| 96 |
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+
"diff_norm": 43.96875,
|
| 806 |
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"attn_rotation_angle": null,
|
| 807 |
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"mlp_rotation_angle": null,
|
| 808 |
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"total_rotation_angle": null,
|
| 809 |
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"cosine_to_logit": null,
|
| 810 |
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"cosine_to_initial": null,
|
| 811 |
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"attn_out_diff_norm": null,
|
| 812 |
+
"mlp_out_diff_norm": null
|
| 813 |
+
},
|
| 814 |
+
{
|
| 815 |
+
"layer": 26,
|
| 816 |
+
"cosine_to_next": null,
|
| 817 |
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"cosine_to_prev": null,
|
| 818 |
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"diff_norm": 48.15625,
|
| 819 |
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"attn_rotation_angle": null,
|
| 820 |
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"mlp_rotation_angle": null,
|
| 821 |
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"total_rotation_angle": null,
|
| 822 |
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"cosine_to_logit": null,
|
| 823 |
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"cosine_to_initial": null,
|
| 824 |
+
"attn_out_diff_norm": null,
|
| 825 |
+
"mlp_out_diff_norm": null
|
| 826 |
+
},
|
| 827 |
+
{
|
| 828 |
+
"layer": 27,
|
| 829 |
+
"cosine_to_next": null,
|
| 830 |
+
"cosine_to_prev": null,
|
| 831 |
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"diff_norm": 52.125,
|
| 832 |
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"attn_rotation_angle": null,
|
| 833 |
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"mlp_rotation_angle": null,
|
| 834 |
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"total_rotation_angle": null,
|
| 835 |
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"cosine_to_logit": null,
|
| 836 |
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"cosine_to_initial": null,
|
| 837 |
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"attn_out_diff_norm": null,
|
| 838 |
+
"mlp_out_diff_norm": null
|
| 839 |
+
},
|
| 840 |
+
{
|
| 841 |
+
"layer": 28,
|
| 842 |
+
"cosine_to_next": null,
|
| 843 |
+
"cosine_to_prev": null,
|
| 844 |
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"diff_norm": 65.9375,
|
| 845 |
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"attn_rotation_angle": null,
|
| 846 |
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"mlp_rotation_angle": null,
|
| 847 |
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"total_rotation_angle": null,
|
| 848 |
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"cosine_to_logit": null,
|
| 849 |
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"cosine_to_initial": null,
|
| 850 |
+
"attn_out_diff_norm": null,
|
| 851 |
+
"mlp_out_diff_norm": null
|
| 852 |
+
},
|
| 853 |
+
{
|
| 854 |
+
"layer": 29,
|
| 855 |
+
"cosine_to_next": null,
|
| 856 |
+
"cosine_to_prev": null,
|
| 857 |
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"diff_norm": 80.3125,
|
| 858 |
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"attn_rotation_angle": null,
|
| 859 |
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"mlp_rotation_angle": null,
|
| 860 |
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"total_rotation_angle": null,
|
| 861 |
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"cosine_to_logit": null,
|
| 862 |
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"cosine_to_initial": null,
|
| 863 |
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"attn_out_diff_norm": null,
|
| 864 |
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"mlp_out_diff_norm": null
|
| 865 |
+
},
|
| 866 |
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{
|
| 867 |
+
"layer": 30,
|
| 868 |
+
"cosine_to_next": null,
|
| 869 |
+
"cosine_to_prev": null,
|
| 870 |
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"diff_norm": 95.125,
|
| 871 |
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"attn_rotation_angle": null,
|
| 872 |
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"mlp_rotation_angle": null,
|
| 873 |
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"total_rotation_angle": null,
|
| 874 |
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"cosine_to_logit": null,
|
| 875 |
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"cosine_to_initial": null,
|
| 876 |
+
"attn_out_diff_norm": null,
|
| 877 |
+
"mlp_out_diff_norm": null
|
| 878 |
+
},
|
| 879 |
+
{
|
| 880 |
+
"layer": 31,
|
| 881 |
+
"cosine_to_next": null,
|
| 882 |
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"cosine_to_prev": null,
|
| 883 |
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"diff_norm": 101.375,
|
| 884 |
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"attn_rotation_angle": null,
|
| 885 |
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"mlp_rotation_angle": null,
|
| 886 |
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"total_rotation_angle": null,
|
| 887 |
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"cosine_to_logit": null,
|
| 888 |
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"cosine_to_initial": null,
|
| 889 |
+
"attn_out_diff_norm": null,
|
| 890 |
+
"mlp_out_diff_norm": null
|
| 891 |
+
},
|
| 892 |
+
{
|
| 893 |
+
"layer": 32,
|
| 894 |
+
"cosine_to_next": null,
|
| 895 |
+
"cosine_to_prev": null,
|
| 896 |
+
"diff_norm": 131.75,
|
| 897 |
+
"attn_rotation_angle": null,
|
| 898 |
+
"mlp_rotation_angle": null,
|
| 899 |
+
"total_rotation_angle": null,
|
| 900 |
+
"cosine_to_logit": null,
|
| 901 |
+
"cosine_to_initial": null,
|
| 902 |
+
"attn_out_diff_norm": null,
|
| 903 |
+
"mlp_out_diff_norm": null
|
| 904 |
+
},
|
| 905 |
+
{
|
| 906 |
+
"layer": 33,
|
| 907 |
+
"cosine_to_next": null,
|
| 908 |
+
"cosine_to_prev": null,
|
| 909 |
+
"diff_norm": 149.875,
|
| 910 |
+
"attn_rotation_angle": null,
|
| 911 |
+
"mlp_rotation_angle": null,
|
| 912 |
+
"total_rotation_angle": null,
|
| 913 |
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"cosine_to_logit": null,
|
| 914 |
+
"cosine_to_initial": null,
|
| 915 |
+
"attn_out_diff_norm": null,
|
| 916 |
+
"mlp_out_diff_norm": null
|
| 917 |
+
},
|
| 918 |
+
{
|
| 919 |
+
"layer": 34,
|
| 920 |
+
"cosine_to_next": null,
|
| 921 |
+
"cosine_to_prev": null,
|
| 922 |
+
"diff_norm": 183.0,
|
| 923 |
+
"attn_rotation_angle": null,
|
| 924 |
+
"mlp_rotation_angle": null,
|
| 925 |
+
"total_rotation_angle": null,
|
| 926 |
+
"cosine_to_logit": null,
|
| 927 |
+
"cosine_to_initial": null,
|
| 928 |
+
"attn_out_diff_norm": null,
|
| 929 |
+
"mlp_out_diff_norm": null
|
| 930 |
+
},
|
| 931 |
+
{
|
| 932 |
+
"layer": 35,
|
| 933 |
+
"cosine_to_next": null,
|
| 934 |
+
"cosine_to_prev": null,
|
| 935 |
+
"diff_norm": 174.5,
|
| 936 |
+
"attn_rotation_angle": null,
|
| 937 |
+
"mlp_rotation_angle": null,
|
| 938 |
+
"total_rotation_angle": null,
|
| 939 |
+
"cosine_to_logit": null,
|
| 940 |
+
"cosine_to_initial": null,
|
| 941 |
+
"attn_out_diff_norm": null,
|
| 942 |
+
"mlp_out_diff_norm": null
|
| 943 |
+
}
|
| 944 |
+
]
|
| 945 |
+
},
|
| 946 |
+
"primary_position": 144
|
| 947 |
+
}
|
pairs/pair_1/geo/geo_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_1/sweep_attn_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_1/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt
ADDED
|
@@ -0,0 +1,78 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
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|
|
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|
|
|
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|
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|
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|
|
|
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|
|
|
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|
|
|
|
|
|
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|
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|
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|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Circuit Summary
|
| 2 |
+
|
| 3 |
+
This document summarizes the inferred circuit from activation patching analysis.
|
| 4 |
+
Scores shown as: noising_disruption / denoising_recovery
|
| 5 |
+
|
| 6 |
+
## Key Finding: Two-Phase Architecture
|
| 7 |
+
|
| 8 |
+
The circuit operates in two phases:
|
| 9 |
+
1. **Attention phase**: Attention heads read from source positions and route information
|
| 10 |
+
2. **MLP phase**: MLP layers transform and write to destination positions
|
| 11 |
+
|
| 12 |
+
## Source Positions (Early)
|
| 13 |
+
|
| 14 |
+
Found 4 key source positions (0 have backup pathways):
|
| 15 |
+
- P83: 0.906/1.004 (important)
|
| 16 |
+
- P98: 0.062/0.115 (important)
|
| 17 |
+
- P88: 0.015/0.027 (important)
|
| 18 |
+
- P93: 0.006/0.014 (important)
|
| 19 |
+
|
| 20 |
+
Interpretation: Redundant positions have denoising > noising, meaning
|
| 21 |
+
the model can recover even when these positions are corrupted (backup pathways exist).
|
| 22 |
+
|
| 23 |
+
## Attention Layers
|
| 24 |
+
|
| 25 |
+
Top attention layers (ranked by noising disruption):
|
| 26 |
+
- L24: 0.418/0.370 ★ MULTI-FUNCTION
|
| 27 |
+
- L29: 0.181/0.149
|
| 28 |
+
- L30: 0.169/0.174
|
| 29 |
+
- L21: 0.159/0.210
|
| 30 |
+
- L19: 0.108/0.152
|
| 31 |
+
|
| 32 |
+
These layers read from source positions and route information.
|
| 33 |
+
Multi-function layers (L24) appear in both attention AND MLP top lists,
|
| 34 |
+
suggesting they do double-duty processing.
|
| 35 |
+
|
| 36 |
+
## MLP Layers
|
| 37 |
+
|
| 38 |
+
Top MLP layers (ranked by noising disruption):
|
| 39 |
+
- L35: 0.267/0.278
|
| 40 |
+
- L31: 0.196/0.195
|
| 41 |
+
- L34: 0.140/0.103
|
| 42 |
+
- L28: 0.119/0.150
|
| 43 |
+
- L24: 0.108/0.148 ★ MULTI-FUNCTION
|
| 44 |
+
|
| 45 |
+
These layers transform information and write to destination positions.
|
| 46 |
+
|
| 47 |
+
## Destination Positions (Late) - THE BOTTLENECK
|
| 48 |
+
|
| 49 |
+
Found 4 key destination positions:
|
| 50 |
+
- P138: 1.000/1.000 (★ BOTTLENECK)
|
| 51 |
+
- P133: 0.133/0.310 (secondary)
|
| 52 |
+
- P118: 0.132/0.151 (secondary)
|
| 53 |
+
- P103: 0.023/0.033 (secondary)
|
| 54 |
+
|
| 55 |
+
CRITICAL: 1 position(s) are true bottlenecks (noising > 0.5).
|
| 56 |
+
Corrupting these positions severely disrupts the model's output.
|
| 57 |
+
This is where the final answer is computed.
|
| 58 |
+
|
| 59 |
+
## Layer-Position Bindings
|
| 60 |
+
|
| 61 |
+
These show which layers act at which positions (the actual circuit edges):
|
| 62 |
+
|
| 63 |
+
- L19-L30 attention reads from P83-P98
|
| 64 |
+
- L24-L35 MLP writes to P103-P138
|
| 65 |
+
|
| 66 |
+
## Methodology Notes
|
| 67 |
+
|
| 68 |
+
- **Noising** (disruption): Replace clean activation with corrupted → measures necessity
|
| 69 |
+
- **Denoising** (recovery): Replace corrupted activation with clean → measures sufficiency
|
| 70 |
+
- High noising + low denoising = necessary but has backups (OR relationship)
|
| 71 |
+
- High noising + high denoising = necessary AND sufficient (AND relationship)
|
| 72 |
+
- The redundancy gap (noising - denoising) indicates how replaceable a component is
|
| 73 |
+
- **Denoising-only positions filtered**: Positions where denoising >> noising are excluded
|
| 74 |
+
as they indicate artifacts rather than true circuit components
|
| 75 |
+
|
| 76 |
+
## Circuit Diagram
|
| 77 |
+
|
| 78 |
+
See information_flow_diagram.png for a visual representation.
|
pairs/pair_1/sweep_component_comparison/README.md
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Component Comparison Plots
|
| 2 |
+
|
| 3 |
+
This directory contains activation patching analysis visualizations organized
|
| 4 |
+
into five categories. Each plot has a figure number for easy reference.
|
| 5 |
+
|
| 6 |
+
## Quick Start
|
| 7 |
+
|
| 8 |
+
1. **Check 01_sanity_checks/** first - if these fail, results are unreliable
|
| 9 |
+
2. **Read 05_circuit_synthesis/circuit_summary.txt** for the plain-text explanation
|
| 10 |
+
3. **View 05_circuit_synthesis/information_flow_diagram.png** for the visual summary
|
| 11 |
+
4. Drill into other folders for detailed analysis
|
| 12 |
+
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
## Directory Structure
|
| 16 |
+
|
| 17 |
+
### 01_sanity_checks/
|
| 18 |
+
*Validation plots - check these first. If they fail, everything else is suspect.*
|
| 19 |
+
|
| 20 |
+
| Fig | File | Description |
|
| 21 |
+
|-----|------|-------------|
|
| 22 |
+
| 1.1 | resid_delta_sanity.png | Compares resid_pre[L+1] vs resid_post[L] (should match) |
|
| 23 |
+
| 1.2 | resid_delta_difference.png | Difference plot with +/-0.02 tolerance band |
|
| 24 |
+
|
| 25 |
+
### 02_overview/
|
| 26 |
+
*The big picture: "Where does the computation happen?"*
|
| 27 |
+
|
| 28 |
+
| Fig | File | Description |
|
| 29 |
+
|-----|------|-------------|
|
| 30 |
+
| 2.1 | heatmap_layers_denoising.png | Layer × Component attribution (denoising recovery) |
|
| 31 |
+
| 2.2 | heatmap_layers_noising.png | Layer × Component attribution (noising disruption) |
|
| 32 |
+
| 2.3 | heatmap_layers_colnorm_denoising.png | Column-normalized heatmap (reveals fine structure) |
|
| 33 |
+
| 2.4 | heatmap_layers_colnorm_noising.png | Column-normalized heatmap (noising) |
|
| 34 |
+
| 2.5 | heatmap_positions_denoising.png | Position × Component attribution (denoising) |
|
| 35 |
+
| 2.6 | heatmap_positions_noising.png | Position × Component attribution (noising) |
|
| 36 |
+
| 2.7 | layer_position_heatmap.png | Layer × Position importance map (2D localization) |
|
| 37 |
+
|
| 38 |
+
### 03_component_decomp/
|
| 39 |
+
*Drilling in: "Is it attention or MLP? Which specific components?"*
|
| 40 |
+
|
| 41 |
+
| Fig | File | Description |
|
| 42 |
+
|-----|------|-------------|
|
| 43 |
+
| 3.1 | attn_vs_mlp_layer.png | Attention vs MLP scatter by layer |
|
| 44 |
+
| 3.2 | attn_vs_mlp_position.png | Attention vs MLP scatter by position |
|
| 45 |
+
| 3.3 | attn_vs_mlp_paired.png | Paired scatter with arrows (denoising→noising movement) |
|
| 46 |
+
| 3.4 | component_importance_ranked.png | Top components ranked with same-layer linking |
|
| 47 |
+
| 3.5 | cumulative_recovery.png | Cumulative recovery with dip annotations |
|
| 48 |
+
| 3.6 | marginal_contribution.png | Per-layer marginal contribution |
|
| 49 |
+
| 3.7 | position_component_interaction.png | Effect vs position for each component |
|
| 50 |
+
| 3.8 | position_interaction_zoomed.png | Zoomed panels for hub regions |
|
| 51 |
+
|
| 52 |
+
### 04_redundancy/
|
| 53 |
+
*Methodology comparison: "Can I trust the scores? What has backup pathways?"*
|
| 54 |
+
|
| 55 |
+
| Fig | File | Description |
|
| 56 |
+
|-----|------|-------------|
|
| 57 |
+
| 4.1 | noise_vs_denoise_per_component_layer.png | Noising vs denoising scatter (layers) |
|
| 58 |
+
| 4.2 | noise_vs_denoise_per_component_position.png | Noising vs denoising scatter (positions) |
|
| 59 |
+
| 4.3 | redundancy_gap.png | Redundancy gap (disruption - recovery) per layer |
|
| 60 |
+
| 4.4 | redundancy_gap_sorted.png | Redundancy gap sorted by magnitude |
|
| 61 |
+
| 4.5 | difference_heatmap_layer.png | Redundancy gap heatmap (layers) |
|
| 62 |
+
| 4.6 | difference_heatmap_position.png | Redundancy gap heatmap (positions) |
|
| 63 |
+
|
| 64 |
+
### 05_circuit_synthesis/
|
| 65 |
+
*The punchline: synthesized information flow.*
|
| 66 |
+
|
| 67 |
+
| Fig | File | Description |
|
| 68 |
+
|-----|------|-------------|
|
| 69 |
+
| 5.1 | information_flow_diagram.png | Circuit summary with redundancy and bottleneck annotations |
|
| 70 |
+
| — | circuit_summary.txt | Plain-text explanation of the circuit hypothesis |
|
| 71 |
+
|
| 72 |
+
---
|
| 73 |
+
|
| 74 |
+
## Interpretation Guide
|
| 75 |
+
|
| 76 |
+
### Scatter Plot Regions
|
| 77 |
+
- **AND region** (upper-right): High in both → necessary AND sufficient
|
| 78 |
+
- **OR region** (lower-right): High denoising, low noising → has backup pathways
|
| 79 |
+
|
| 80 |
+
### Redundancy Gap
|
| 81 |
+
- **Positive gap** (disruption > recovery): Component is necessary
|
| 82 |
+
- **Negative gap** (recovery > disruption): Component is sufficient but replaceable
|
| 83 |
+
|
| 84 |
+
### Scores in Circuit Diagram
|
| 85 |
+
- Format: noising_disruption / denoising_recovery
|
| 86 |
+
- Higher noising = more necessary (corrupting it breaks the model)
|
| 87 |
+
- Higher denoising = more sufficient (restoring it fixes the model)
|
| 88 |
+
|
| 89 |
+
### Visual Conventions
|
| 90 |
+
- ★ = Multi-function layer (appears in both attention and MLP top lists)
|
| 91 |
+
- Colored brackets = Same-layer components (e.g., L24_attn and L24_mlp)
|
| 92 |
+
- Red thick arrow = Critical bottleneck path
|
| 93 |
+
- Dashed arrow = Backup/bypass pathway
|
| 94 |
+
|
| 95 |
+
---
|
| 96 |
+
|
| 97 |
+
## Colormap Reference
|
| 98 |
+
|
| 99 |
+
| Plot Type | Colormap | Interpretation |
|
| 100 |
+
|-----------|----------|----------------|
|
| 101 |
+
| Recovery/Disruption heatmaps | RdYlGn | Green=high, Red=low |
|
| 102 |
+
| 2D localization map | Hot | White=high, Black=low |
|
| 103 |
+
| Redundancy gap heatmaps | RdBu_r | Red=necessity, Blue=sufficiency |
|
| 104 |
+
| Layer/position scatter | Viridis | Yellow=late, Purple=early |
|
pairs/pair_1/sweep_mlp_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_1/sweep_resid_post/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_1/sweep_resid_pre/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_12/diffmeans/diffmeans_results.json
ADDED
|
@@ -0,0 +1,947 @@
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|
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+
}
|
pairs/pair_12/geo/geo_results.json
ADDED
|
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|
pairs/pair_12/sweep_attn_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
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|
pairs/pair_12/sweep_component_comparison/.DS_Store
ADDED
|
Binary file (8.2 kB). View file
|
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|
pairs/pair_12/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt
ADDED
|
@@ -0,0 +1,78 @@
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|
| 1 |
+
# Circuit Summary
|
| 2 |
+
|
| 3 |
+
This document summarizes the inferred circuit from activation patching analysis.
|
| 4 |
+
Scores shown as: noising_disruption / denoising_recovery
|
| 5 |
+
|
| 6 |
+
## Key Finding: Two-Phase Architecture
|
| 7 |
+
|
| 8 |
+
The circuit operates in two phases:
|
| 9 |
+
1. **Attention phase**: Attention heads read from source positions and route information
|
| 10 |
+
2. **MLP phase**: MLP layers transform and write to destination positions
|
| 11 |
+
|
| 12 |
+
## Source Positions (Early)
|
| 13 |
+
|
| 14 |
+
Found 4 key source positions (1 have backup pathways):
|
| 15 |
+
- P84: 0.840/1.073 (REDUNDANT - has backups)
|
| 16 |
+
- P99: 0.018/0.016 (important)
|
| 17 |
+
- P79: 0.007/0.003 (important)
|
| 18 |
+
- P89: 0.007/0.004 (important)
|
| 19 |
+
|
| 20 |
+
Interpretation: Redundant positions have denoising > noising, meaning
|
| 21 |
+
the model can recover even when these positions are corrupted (backup pathways exist).
|
| 22 |
+
|
| 23 |
+
## Attention Layers
|
| 24 |
+
|
| 25 |
+
Top attention layers (ranked by noising disruption):
|
| 26 |
+
- L24: 0.559/0.367 ★ MULTI-FUNCTION
|
| 27 |
+
- L21: 0.182/0.103
|
| 28 |
+
- L29: 0.125/0.079
|
| 29 |
+
- L30: 0.124/0.065
|
| 30 |
+
- L19: 0.103/0.046
|
| 31 |
+
|
| 32 |
+
These layers read from source positions and route information.
|
| 33 |
+
Multi-function layers (L24) appear in both attention AND MLP top lists,
|
| 34 |
+
suggesting they do double-duty processing.
|
| 35 |
+
|
| 36 |
+
## MLP Layers
|
| 37 |
+
|
| 38 |
+
Top MLP layers (ranked by noising disruption):
|
| 39 |
+
- L35: 0.289/0.307
|
| 40 |
+
- L31: 0.236/0.167
|
| 41 |
+
- L34: 0.122/0.113
|
| 42 |
+
- L28: 0.084/0.085
|
| 43 |
+
- L24: 0.080/0.092 ★ MULTI-FUNCTION
|
| 44 |
+
|
| 45 |
+
These layers transform information and write to destination positions.
|
| 46 |
+
|
| 47 |
+
## Destination Positions (Late) - THE BOTTLENECK
|
| 48 |
+
|
| 49 |
+
Found 4 key destination positions:
|
| 50 |
+
- P139: 1.000/0.731 (★ BOTTLENECK)
|
| 51 |
+
- P134: 0.316/0.000 (secondary)
|
| 52 |
+
- P119: 0.056/0.007 (secondary)
|
| 53 |
+
- P104: 0.012/0.003 (secondary)
|
| 54 |
+
|
| 55 |
+
CRITICAL: 1 position(s) are true bottlenecks (noising > 0.5).
|
| 56 |
+
Corrupting these positions severely disrupts the model's output.
|
| 57 |
+
This is where the final answer is computed.
|
| 58 |
+
|
| 59 |
+
## Layer-Position Bindings
|
| 60 |
+
|
| 61 |
+
These show which layers act at which positions (the actual circuit edges):
|
| 62 |
+
|
| 63 |
+
- L19-L30 attention reads from P79-P99
|
| 64 |
+
- L24-L35 MLP writes to P104-P139
|
| 65 |
+
|
| 66 |
+
## Methodology Notes
|
| 67 |
+
|
| 68 |
+
- **Noising** (disruption): Replace clean activation with corrupted → measures necessity
|
| 69 |
+
- **Denoising** (recovery): Replace corrupted activation with clean → measures sufficiency
|
| 70 |
+
- High noising + low denoising = necessary but has backups (OR relationship)
|
| 71 |
+
- High noising + high denoising = necessary AND sufficient (AND relationship)
|
| 72 |
+
- The redundancy gap (noising - denoising) indicates how replaceable a component is
|
| 73 |
+
- **Denoising-only positions filtered**: Positions where denoising >> noising are excluded
|
| 74 |
+
as they indicate artifacts rather than true circuit components
|
| 75 |
+
|
| 76 |
+
## Circuit Diagram
|
| 77 |
+
|
| 78 |
+
See information_flow_diagram.png for a visual representation.
|
pairs/pair_12/sweep_component_comparison/README.md
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
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|
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|
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|
|
|
|
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|
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|
|
|
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|
|
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|
|
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|
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|
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|
|
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|
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|
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|
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|
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|
|
|
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|
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|
|
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|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Component Comparison Plots
|
| 2 |
+
|
| 3 |
+
This directory contains activation patching analysis visualizations organized
|
| 4 |
+
into five categories. Each plot has a figure number for easy reference.
|
| 5 |
+
|
| 6 |
+
## Quick Start
|
| 7 |
+
|
| 8 |
+
1. **Check 01_sanity_checks/** first - if these fail, results are unreliable
|
| 9 |
+
2. **Read 05_circuit_synthesis/circuit_summary.txt** for the plain-text explanation
|
| 10 |
+
3. **View 05_circuit_synthesis/information_flow_diagram.png** for the visual summary
|
| 11 |
+
4. Drill into other folders for detailed analysis
|
| 12 |
+
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
## Directory Structure
|
| 16 |
+
|
| 17 |
+
### 01_sanity_checks/
|
| 18 |
+
*Validation plots - check these first. If they fail, everything else is suspect.*
|
| 19 |
+
|
| 20 |
+
| Fig | File | Description |
|
| 21 |
+
|-----|------|-------------|
|
| 22 |
+
| 1.1 | resid_delta_sanity.png | Compares resid_pre[L+1] vs resid_post[L] (should match) |
|
| 23 |
+
| 1.2 | resid_delta_difference.png | Difference plot with +/-0.02 tolerance band |
|
| 24 |
+
|
| 25 |
+
### 02_overview/
|
| 26 |
+
*The big picture: "Where does the computation happen?"*
|
| 27 |
+
|
| 28 |
+
| Fig | File | Description |
|
| 29 |
+
|-----|------|-------------|
|
| 30 |
+
| 2.1 | heatmap_layers_denoising.png | Layer × Component attribution (denoising recovery) |
|
| 31 |
+
| 2.2 | heatmap_layers_noising.png | Layer × Component attribution (noising disruption) |
|
| 32 |
+
| 2.3 | heatmap_layers_colnorm_denoising.png | Column-normalized heatmap (reveals fine structure) |
|
| 33 |
+
| 2.4 | heatmap_layers_colnorm_noising.png | Column-normalized heatmap (noising) |
|
| 34 |
+
| 2.5 | heatmap_positions_denoising.png | Position × Component attribution (denoising) |
|
| 35 |
+
| 2.6 | heatmap_positions_noising.png | Position × Component attribution (noising) |
|
| 36 |
+
| 2.7 | layer_position_heatmap.png | Layer × Position importance map (2D localization) |
|
| 37 |
+
|
| 38 |
+
### 03_component_decomp/
|
| 39 |
+
*Drilling in: "Is it attention or MLP? Which specific components?"*
|
| 40 |
+
|
| 41 |
+
| Fig | File | Description |
|
| 42 |
+
|-----|------|-------------|
|
| 43 |
+
| 3.1 | attn_vs_mlp_layer.png | Attention vs MLP scatter by layer |
|
| 44 |
+
| 3.2 | attn_vs_mlp_position.png | Attention vs MLP scatter by position |
|
| 45 |
+
| 3.3 | attn_vs_mlp_paired.png | Paired scatter with arrows (denoising→noising movement) |
|
| 46 |
+
| 3.4 | component_importance_ranked.png | Top components ranked with same-layer linking |
|
| 47 |
+
| 3.5 | cumulative_recovery.png | Cumulative recovery with dip annotations |
|
| 48 |
+
| 3.6 | marginal_contribution.png | Per-layer marginal contribution |
|
| 49 |
+
| 3.7 | position_component_interaction.png | Effect vs position for each component |
|
| 50 |
+
| 3.8 | position_interaction_zoomed.png | Zoomed panels for hub regions |
|
| 51 |
+
|
| 52 |
+
### 04_redundancy/
|
| 53 |
+
*Methodology comparison: "Can I trust the scores? What has backup pathways?"*
|
| 54 |
+
|
| 55 |
+
| Fig | File | Description |
|
| 56 |
+
|-----|------|-------------|
|
| 57 |
+
| 4.1 | noise_vs_denoise_per_component_layer.png | Noising vs denoising scatter (layers) |
|
| 58 |
+
| 4.2 | noise_vs_denoise_per_component_position.png | Noising vs denoising scatter (positions) |
|
| 59 |
+
| 4.3 | redundancy_gap.png | Redundancy gap (disruption - recovery) per layer |
|
| 60 |
+
| 4.4 | redundancy_gap_sorted.png | Redundancy gap sorted by magnitude |
|
| 61 |
+
| 4.5 | difference_heatmap_layer.png | Redundancy gap heatmap (layers) |
|
| 62 |
+
| 4.6 | difference_heatmap_position.png | Redundancy gap heatmap (positions) |
|
| 63 |
+
|
| 64 |
+
### 05_circuit_synthesis/
|
| 65 |
+
*The punchline: synthesized information flow.*
|
| 66 |
+
|
| 67 |
+
| Fig | File | Description |
|
| 68 |
+
|-----|------|-------------|
|
| 69 |
+
| 5.1 | information_flow_diagram.png | Circuit summary with redundancy and bottleneck annotations |
|
| 70 |
+
| — | circuit_summary.txt | Plain-text explanation of the circuit hypothesis |
|
| 71 |
+
|
| 72 |
+
---
|
| 73 |
+
|
| 74 |
+
## Interpretation Guide
|
| 75 |
+
|
| 76 |
+
### Scatter Plot Regions
|
| 77 |
+
- **AND region** (upper-right): High in both → necessary AND sufficient
|
| 78 |
+
- **OR region** (lower-right): High denoising, low noising → has backup pathways
|
| 79 |
+
|
| 80 |
+
### Redundancy Gap
|
| 81 |
+
- **Positive gap** (disruption > recovery): Component is necessary
|
| 82 |
+
- **Negative gap** (recovery > disruption): Component is sufficient but replaceable
|
| 83 |
+
|
| 84 |
+
### Scores in Circuit Diagram
|
| 85 |
+
- Format: noising_disruption / denoising_recovery
|
| 86 |
+
- Higher noising = more necessary (corrupting it breaks the model)
|
| 87 |
+
- Higher denoising = more sufficient (restoring it fixes the model)
|
| 88 |
+
|
| 89 |
+
### Visual Conventions
|
| 90 |
+
- ★ = Multi-function layer (appears in both attention and MLP top lists)
|
| 91 |
+
- Colored brackets = Same-layer components (e.g., L24_attn and L24_mlp)
|
| 92 |
+
- Red thick arrow = Critical bottleneck path
|
| 93 |
+
- Dashed arrow = Backup/bypass pathway
|
| 94 |
+
|
| 95 |
+
---
|
| 96 |
+
|
| 97 |
+
## Colormap Reference
|
| 98 |
+
|
| 99 |
+
| Plot Type | Colormap | Interpretation |
|
| 100 |
+
|-----------|----------|----------------|
|
| 101 |
+
| Recovery/Disruption heatmaps | RdYlGn | Green=high, Red=low |
|
| 102 |
+
| 2D localization map | Hot | White=high, Black=low |
|
| 103 |
+
| Redundancy gap heatmaps | RdBu_r | Red=necessity, Blue=sufficiency |
|
| 104 |
+
| Layer/position scatter | Viridis | Yellow=late, Purple=early |
|
pairs/pair_12/sweep_mlp_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_12/sweep_resid_post/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_12/sweep_resid_pre/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_13/att_patching/att_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_13/diffmeans/diffmeans_results.json
ADDED
|
@@ -0,0 +1,947 @@
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| 1 |
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| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 45 |
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| 48 |
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| 49 |
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| 50 |
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| 51 |
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| 52 |
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| 53 |
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| 54 |
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| 55 |
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| 57 |
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| 58 |
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| 59 |
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| 61 |
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| 64 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 71 |
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| 72 |
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| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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| 81 |
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| 82 |
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| 83 |
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| 84 |
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| 85 |
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| 86 |
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| 87 |
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| 88 |
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| 89 |
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| 93 |
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| 94 |
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| 95 |
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| 96 |
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| 97 |
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+
"attn_out_diff_norm": null,
|
| 812 |
+
"mlp_out_diff_norm": null
|
| 813 |
+
},
|
| 814 |
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{
|
| 815 |
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"layer": 26,
|
| 816 |
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"cosine_to_next": null,
|
| 817 |
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|
| 818 |
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"diff_norm": 127.375,
|
| 819 |
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"attn_rotation_angle": null,
|
| 820 |
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"mlp_rotation_angle": null,
|
| 821 |
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"total_rotation_angle": null,
|
| 822 |
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"cosine_to_logit": null,
|
| 823 |
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"cosine_to_initial": null,
|
| 824 |
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"attn_out_diff_norm": null,
|
| 825 |
+
"mlp_out_diff_norm": null
|
| 826 |
+
},
|
| 827 |
+
{
|
| 828 |
+
"layer": 27,
|
| 829 |
+
"cosine_to_next": null,
|
| 830 |
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"cosine_to_prev": null,
|
| 831 |
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"diff_norm": 137.75,
|
| 832 |
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"attn_rotation_angle": null,
|
| 833 |
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"mlp_rotation_angle": null,
|
| 834 |
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"total_rotation_angle": null,
|
| 835 |
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| 836 |
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| 837 |
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|
| 838 |
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"mlp_out_diff_norm": null
|
| 839 |
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},
|
| 840 |
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{
|
| 841 |
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"layer": 28,
|
| 842 |
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"cosine_to_next": null,
|
| 843 |
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"cosine_to_prev": null,
|
| 844 |
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"diff_norm": 153.875,
|
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"attn_rotation_angle": null,
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"mlp_rotation_angle": null,
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"total_rotation_angle": null,
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|
| 849 |
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| 850 |
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"attn_out_diff_norm": null,
|
| 851 |
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"mlp_out_diff_norm": null
|
| 852 |
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},
|
| 853 |
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{
|
| 854 |
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"layer": 29,
|
| 855 |
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"cosine_to_next": null,
|
| 856 |
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"cosine_to_prev": null,
|
| 857 |
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"diff_norm": 166.125,
|
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| 859 |
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| 860 |
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|
| 861 |
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|
| 862 |
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|
| 863 |
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|
| 864 |
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"mlp_out_diff_norm": null
|
| 865 |
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},
|
| 866 |
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{
|
| 867 |
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"layer": 30,
|
| 868 |
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"cosine_to_next": null,
|
| 869 |
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"cosine_to_prev": null,
|
| 870 |
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"diff_norm": 188.75,
|
| 871 |
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"attn_rotation_angle": null,
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| 872 |
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"mlp_rotation_angle": null,
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| 873 |
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"total_rotation_angle": null,
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|
| 875 |
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| 876 |
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"attn_out_diff_norm": null,
|
| 877 |
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"mlp_out_diff_norm": null
|
| 878 |
+
},
|
| 879 |
+
{
|
| 880 |
+
"layer": 31,
|
| 881 |
+
"cosine_to_next": null,
|
| 882 |
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"cosine_to_prev": null,
|
| 883 |
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"diff_norm": 203.625,
|
| 884 |
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"attn_rotation_angle": null,
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| 885 |
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"mlp_rotation_angle": null,
|
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"total_rotation_angle": null,
|
| 887 |
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"cosine_to_logit": null,
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| 888 |
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"cosine_to_initial": null,
|
| 889 |
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"attn_out_diff_norm": null,
|
| 890 |
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"mlp_out_diff_norm": null
|
| 891 |
+
},
|
| 892 |
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{
|
| 893 |
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"layer": 32,
|
| 894 |
+
"cosine_to_next": null,
|
| 895 |
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"cosine_to_prev": null,
|
| 896 |
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"diff_norm": 248.375,
|
| 897 |
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"attn_rotation_angle": null,
|
| 898 |
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"mlp_rotation_angle": null,
|
| 899 |
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"total_rotation_angle": null,
|
| 900 |
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"cosine_to_logit": null,
|
| 901 |
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"cosine_to_initial": null,
|
| 902 |
+
"attn_out_diff_norm": null,
|
| 903 |
+
"mlp_out_diff_norm": null
|
| 904 |
+
},
|
| 905 |
+
{
|
| 906 |
+
"layer": 33,
|
| 907 |
+
"cosine_to_next": null,
|
| 908 |
+
"cosine_to_prev": null,
|
| 909 |
+
"diff_norm": "Inf",
|
| 910 |
+
"attn_rotation_angle": null,
|
| 911 |
+
"mlp_rotation_angle": null,
|
| 912 |
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"total_rotation_angle": null,
|
| 913 |
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"cosine_to_logit": null,
|
| 914 |
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"cosine_to_initial": null,
|
| 915 |
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"attn_out_diff_norm": null,
|
| 916 |
+
"mlp_out_diff_norm": null
|
| 917 |
+
},
|
| 918 |
+
{
|
| 919 |
+
"layer": 34,
|
| 920 |
+
"cosine_to_next": null,
|
| 921 |
+
"cosine_to_prev": null,
|
| 922 |
+
"diff_norm": "Inf",
|
| 923 |
+
"attn_rotation_angle": null,
|
| 924 |
+
"mlp_rotation_angle": null,
|
| 925 |
+
"total_rotation_angle": null,
|
| 926 |
+
"cosine_to_logit": null,
|
| 927 |
+
"cosine_to_initial": null,
|
| 928 |
+
"attn_out_diff_norm": null,
|
| 929 |
+
"mlp_out_diff_norm": null
|
| 930 |
+
},
|
| 931 |
+
{
|
| 932 |
+
"layer": 35,
|
| 933 |
+
"cosine_to_next": null,
|
| 934 |
+
"cosine_to_prev": null,
|
| 935 |
+
"diff_norm": "Inf",
|
| 936 |
+
"attn_rotation_angle": null,
|
| 937 |
+
"mlp_rotation_angle": null,
|
| 938 |
+
"total_rotation_angle": null,
|
| 939 |
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"cosine_to_logit": null,
|
| 940 |
+
"cosine_to_initial": null,
|
| 941 |
+
"attn_out_diff_norm": null,
|
| 942 |
+
"mlp_out_diff_norm": null
|
| 943 |
+
}
|
| 944 |
+
]
|
| 945 |
+
},
|
| 946 |
+
"primary_position": 134
|
| 947 |
+
}
|
pairs/pair_13/geo/geo_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_13/sweep_attn_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_13/sweep_component_comparison/.DS_Store
ADDED
|
Binary file (8.2 kB). View file
|
|
|
pairs/pair_13/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt
ADDED
|
@@ -0,0 +1,78 @@
|
|
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|
|
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|
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|
|
|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Circuit Summary
|
| 2 |
+
|
| 3 |
+
This document summarizes the inferred circuit from activation patching analysis.
|
| 4 |
+
Scores shown as: noising_disruption / denoising_recovery
|
| 5 |
+
|
| 6 |
+
## Key Finding: Two-Phase Architecture
|
| 7 |
+
|
| 8 |
+
The circuit operates in two phases:
|
| 9 |
+
1. **Attention phase**: Attention heads read from source positions and route information
|
| 10 |
+
2. **MLP phase**: MLP layers transform and write to destination positions
|
| 11 |
+
|
| 12 |
+
## Source Positions (Early)
|
| 13 |
+
|
| 14 |
+
Found 4 key source positions (0 have backup pathways):
|
| 15 |
+
- P83: 1.180/0.019 (important)
|
| 16 |
+
- P73: 0.951/0.995 (important)
|
| 17 |
+
- P78: 0.764/0.031 (important)
|
| 18 |
+
- P98: 0.010/0.001 (important)
|
| 19 |
+
|
| 20 |
+
Interpretation: Redundant positions have denoising > noising, meaning
|
| 21 |
+
the model can recover even when these positions are corrupted (backup pathways exist).
|
| 22 |
+
|
| 23 |
+
## Attention Layers
|
| 24 |
+
|
| 25 |
+
Top attention layers (ranked by noising disruption):
|
| 26 |
+
- L24: 0.110/0.300
|
| 27 |
+
- L29: 0.082/0.166 ★ MULTI-FUNCTION
|
| 28 |
+
- L30: 0.060/0.162
|
| 29 |
+
- L35: 0.057/0.036 ★ MULTI-FUNCTION
|
| 30 |
+
- L21: 0.036/0.244
|
| 31 |
+
|
| 32 |
+
These layers read from source positions and route information.
|
| 33 |
+
Multi-function layers (L29, L35) appear in both attention AND MLP top lists,
|
| 34 |
+
suggesting they do double-duty processing.
|
| 35 |
+
|
| 36 |
+
## MLP Layers
|
| 37 |
+
|
| 38 |
+
Top MLP layers (ranked by noising disruption):
|
| 39 |
+
- L35: 0.250/0.277 ★ MULTI-FUNCTION
|
| 40 |
+
- L34: 0.172/0.136
|
| 41 |
+
- L31: 0.117/0.174
|
| 42 |
+
- L28: 0.047/0.153
|
| 43 |
+
- L29: 0.040/0.042 ★ MULTI-FUNCTION
|
| 44 |
+
|
| 45 |
+
These layers transform information and write to destination positions.
|
| 46 |
+
|
| 47 |
+
## Destination Positions (Late) - THE BOTTLENECK
|
| 48 |
+
|
| 49 |
+
Found 4 key destination positions:
|
| 50 |
+
- P138: 1.000/0.000 (★ BOTTLENECK)
|
| 51 |
+
- P133: 0.034/0.000 (secondary)
|
| 52 |
+
- P118: 0.026/0.002 (secondary)
|
| 53 |
+
- P113: 0.001/-0.001 (secondary)
|
| 54 |
+
|
| 55 |
+
CRITICAL: 1 position(s) are true bottlenecks (noising > 0.5).
|
| 56 |
+
Corrupting these positions severely disrupts the model's output.
|
| 57 |
+
This is where the final answer is computed.
|
| 58 |
+
|
| 59 |
+
## Layer-Position Bindings
|
| 60 |
+
|
| 61 |
+
These show which layers act at which positions (the actual circuit edges):
|
| 62 |
+
|
| 63 |
+
- L21-L35 attention reads from P73-P98
|
| 64 |
+
- L28-L35 MLP writes to P113-P138
|
| 65 |
+
|
| 66 |
+
## Methodology Notes
|
| 67 |
+
|
| 68 |
+
- **Noising** (disruption): Replace clean activation with corrupted → measures necessity
|
| 69 |
+
- **Denoising** (recovery): Replace corrupted activation with clean → measures sufficiency
|
| 70 |
+
- High noising + low denoising = necessary but has backups (OR relationship)
|
| 71 |
+
- High noising + high denoising = necessary AND sufficient (AND relationship)
|
| 72 |
+
- The redundancy gap (noising - denoising) indicates how replaceable a component is
|
| 73 |
+
- **Denoising-only positions filtered**: Positions where denoising >> noising are excluded
|
| 74 |
+
as they indicate artifacts rather than true circuit components
|
| 75 |
+
|
| 76 |
+
## Circuit Diagram
|
| 77 |
+
|
| 78 |
+
See information_flow_diagram.png for a visual representation.
|
pairs/pair_13/sweep_component_comparison/README.md
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Component Comparison Plots
|
| 2 |
+
|
| 3 |
+
This directory contains activation patching analysis visualizations organized
|
| 4 |
+
into five categories. Each plot has a figure number for easy reference.
|
| 5 |
+
|
| 6 |
+
## Quick Start
|
| 7 |
+
|
| 8 |
+
1. **Check 01_sanity_checks/** first - if these fail, results are unreliable
|
| 9 |
+
2. **Read 05_circuit_synthesis/circuit_summary.txt** for the plain-text explanation
|
| 10 |
+
3. **View 05_circuit_synthesis/information_flow_diagram.png** for the visual summary
|
| 11 |
+
4. Drill into other folders for detailed analysis
|
| 12 |
+
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
## Directory Structure
|
| 16 |
+
|
| 17 |
+
### 01_sanity_checks/
|
| 18 |
+
*Validation plots - check these first. If they fail, everything else is suspect.*
|
| 19 |
+
|
| 20 |
+
| Fig | File | Description |
|
| 21 |
+
|-----|------|-------------|
|
| 22 |
+
| 1.1 | resid_delta_sanity.png | Compares resid_pre[L+1] vs resid_post[L] (should match) |
|
| 23 |
+
| 1.2 | resid_delta_difference.png | Difference plot with +/-0.02 tolerance band |
|
| 24 |
+
|
| 25 |
+
### 02_overview/
|
| 26 |
+
*The big picture: "Where does the computation happen?"*
|
| 27 |
+
|
| 28 |
+
| Fig | File | Description |
|
| 29 |
+
|-----|------|-------------|
|
| 30 |
+
| 2.1 | heatmap_layers_denoising.png | Layer × Component attribution (denoising recovery) |
|
| 31 |
+
| 2.2 | heatmap_layers_noising.png | Layer × Component attribution (noising disruption) |
|
| 32 |
+
| 2.3 | heatmap_layers_colnorm_denoising.png | Column-normalized heatmap (reveals fine structure) |
|
| 33 |
+
| 2.4 | heatmap_layers_colnorm_noising.png | Column-normalized heatmap (noising) |
|
| 34 |
+
| 2.5 | heatmap_positions_denoising.png | Position × Component attribution (denoising) |
|
| 35 |
+
| 2.6 | heatmap_positions_noising.png | Position × Component attribution (noising) |
|
| 36 |
+
| 2.7 | layer_position_heatmap.png | Layer × Position importance map (2D localization) |
|
| 37 |
+
|
| 38 |
+
### 03_component_decomp/
|
| 39 |
+
*Drilling in: "Is it attention or MLP? Which specific components?"*
|
| 40 |
+
|
| 41 |
+
| Fig | File | Description |
|
| 42 |
+
|-----|------|-------------|
|
| 43 |
+
| 3.1 | attn_vs_mlp_layer.png | Attention vs MLP scatter by layer |
|
| 44 |
+
| 3.2 | attn_vs_mlp_position.png | Attention vs MLP scatter by position |
|
| 45 |
+
| 3.3 | attn_vs_mlp_paired.png | Paired scatter with arrows (denoising→noising movement) |
|
| 46 |
+
| 3.4 | component_importance_ranked.png | Top components ranked with same-layer linking |
|
| 47 |
+
| 3.5 | cumulative_recovery.png | Cumulative recovery with dip annotations |
|
| 48 |
+
| 3.6 | marginal_contribution.png | Per-layer marginal contribution |
|
| 49 |
+
| 3.7 | position_component_interaction.png | Effect vs position for each component |
|
| 50 |
+
| 3.8 | position_interaction_zoomed.png | Zoomed panels for hub regions |
|
| 51 |
+
|
| 52 |
+
### 04_redundancy/
|
| 53 |
+
*Methodology comparison: "Can I trust the scores? What has backup pathways?"*
|
| 54 |
+
|
| 55 |
+
| Fig | File | Description |
|
| 56 |
+
|-----|------|-------------|
|
| 57 |
+
| 4.1 | noise_vs_denoise_per_component_layer.png | Noising vs denoising scatter (layers) |
|
| 58 |
+
| 4.2 | noise_vs_denoise_per_component_position.png | Noising vs denoising scatter (positions) |
|
| 59 |
+
| 4.3 | redundancy_gap.png | Redundancy gap (disruption - recovery) per layer |
|
| 60 |
+
| 4.4 | redundancy_gap_sorted.png | Redundancy gap sorted by magnitude |
|
| 61 |
+
| 4.5 | difference_heatmap_layer.png | Redundancy gap heatmap (layers) |
|
| 62 |
+
| 4.6 | difference_heatmap_position.png | Redundancy gap heatmap (positions) |
|
| 63 |
+
|
| 64 |
+
### 05_circuit_synthesis/
|
| 65 |
+
*The punchline: synthesized information flow.*
|
| 66 |
+
|
| 67 |
+
| Fig | File | Description |
|
| 68 |
+
|-----|------|-------------|
|
| 69 |
+
| 5.1 | information_flow_diagram.png | Circuit summary with redundancy and bottleneck annotations |
|
| 70 |
+
| — | circuit_summary.txt | Plain-text explanation of the circuit hypothesis |
|
| 71 |
+
|
| 72 |
+
---
|
| 73 |
+
|
| 74 |
+
## Interpretation Guide
|
| 75 |
+
|
| 76 |
+
### Scatter Plot Regions
|
| 77 |
+
- **AND region** (upper-right): High in both → necessary AND sufficient
|
| 78 |
+
- **OR region** (lower-right): High denoising, low noising → has backup pathways
|
| 79 |
+
|
| 80 |
+
### Redundancy Gap
|
| 81 |
+
- **Positive gap** (disruption > recovery): Component is necessary
|
| 82 |
+
- **Negative gap** (recovery > disruption): Component is sufficient but replaceable
|
| 83 |
+
|
| 84 |
+
### Scores in Circuit Diagram
|
| 85 |
+
- Format: noising_disruption / denoising_recovery
|
| 86 |
+
- Higher noising = more necessary (corrupting it breaks the model)
|
| 87 |
+
- Higher denoising = more sufficient (restoring it fixes the model)
|
| 88 |
+
|
| 89 |
+
### Visual Conventions
|
| 90 |
+
- ★ = Multi-function layer (appears in both attention and MLP top lists)
|
| 91 |
+
- Colored brackets = Same-layer components (e.g., L24_attn and L24_mlp)
|
| 92 |
+
- Red thick arrow = Critical bottleneck path
|
| 93 |
+
- Dashed arrow = Backup/bypass pathway
|
| 94 |
+
|
| 95 |
+
---
|
| 96 |
+
|
| 97 |
+
## Colormap Reference
|
| 98 |
+
|
| 99 |
+
| Plot Type | Colormap | Interpretation |
|
| 100 |
+
|-----------|----------|----------------|
|
| 101 |
+
| Recovery/Disruption heatmaps | RdYlGn | Green=high, Red=low |
|
| 102 |
+
| 2D localization map | Hot | White=high, Black=low |
|
| 103 |
+
| Redundancy gap heatmaps | RdBu_r | Red=necessity, Blue=sufficiency |
|
| 104 |
+
| Layer/position scatter | Viridis | Yellow=late, Purple=early |
|
pairs/pair_13/sweep_mlp_out/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_13/sweep_resid_post/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_13/sweep_resid_pre/coarse_results.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pairs/pair_14/diffmeans/diffmeans_results.json
ADDED
|
@@ -0,0 +1,947 @@
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pairs/pair_14/sweep_attn_out/coarse_results.json
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pairs/pair_14/sweep_component_comparison/.DS_Store
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pairs/pair_15/diffmeans/diffmeans_results.json
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|
| 1 |
+
{
|
| 2 |
+
"pair_idx": 15,
|
| 3 |
+
"layer_results": [
|
| 4 |
+
{
|
| 5 |
+
"layer": 0,
|
| 6 |
+
"cosine_to_next": 0.85693359,
|
| 7 |
+
"cosine_to_prev": null,
|
| 8 |
+
"diff_norm": 5.3203125,
|
| 9 |
+
"attn_rotation_angle": null,
|
| 10 |
+
"mlp_rotation_angle": null,
|
| 11 |
+
"total_rotation_angle": null,
|
| 12 |
+
"cosine_to_logit": -0.02528381,
|
| 13 |
+
"cosine_to_initial": 1.0,
|
| 14 |
+
"attn_out_diff_norm": 2.95898438,
|
| 15 |
+
"mlp_out_diff_norm": 3.48046875
|
| 16 |
+
},
|
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}
|
pairs/pair_15/geo/geo_results.json
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pairs/pair_15/sweep_attn_out/coarse_results.json
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pairs/pair_15/sweep_component_comparison/.DS_Store
ADDED
|
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|
pairs/pair_15/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt
ADDED
|
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|
|
|
|
|
|
|
| 1 |
+
# Circuit Summary
|
| 2 |
+
|
| 3 |
+
This document summarizes the inferred circuit from activation patching analysis.
|
| 4 |
+
Scores shown as: noising_disruption / denoising_recovery
|
| 5 |
+
|
| 6 |
+
## Key Finding: Two-Phase Architecture
|
| 7 |
+
|
| 8 |
+
The circuit operates in two phases:
|
| 9 |
+
1. **Attention phase**: Attention heads read from source positions and route information
|
| 10 |
+
2. **MLP phase**: MLP layers transform and write to destination positions
|
| 11 |
+
|
| 12 |
+
## Source Positions (Early)
|
| 13 |
+
|
| 14 |
+
Found 4 key source positions (1 have backup pathways):
|
| 15 |
+
- P83: 1.115/0.012 (important)
|
| 16 |
+
- P78: 0.665/0.035 (important)
|
| 17 |
+
- P73: 0.107/0.982 (REDUNDANT - has backups)
|
| 18 |
+
- P98: 0.012/-0.001 (important)
|
| 19 |
+
|
| 20 |
+
Interpretation: Redundant positions have denoising > noising, meaning
|
| 21 |
+
the model can recover even when these positions are corrupted (backup pathways exist).
|
| 22 |
+
|
| 23 |
+
## Attention Layers
|
| 24 |
+
|
| 25 |
+
Top attention layers (ranked by noising disruption):
|
| 26 |
+
- L24: 0.130/0.287
|
| 27 |
+
- L29: 0.085/0.160 ★ MULTI-FUNCTION
|
| 28 |
+
- L35: 0.059/0.030 ★ MULTI-FUNCTION
|
| 29 |
+
- L30: 0.058/0.155
|
| 30 |
+
- L21: 0.039/0.247
|
| 31 |
+
|
| 32 |
+
These layers read from source positions and route information.
|
| 33 |
+
Multi-function layers (L29, L35) appear in both attention AND MLP top lists,
|
| 34 |
+
suggesting they do double-duty processing.
|
| 35 |
+
|
| 36 |
+
## MLP Layers
|
| 37 |
+
|
| 38 |
+
Top MLP layers (ranked by noising disruption):
|
| 39 |
+
- L35: 0.236/0.265 ★ MULTI-FUNCTION
|
| 40 |
+
- L34: 0.162/0.133
|
| 41 |
+
- L31: 0.117/0.169
|
| 42 |
+
- L29: 0.046/0.037 ★ MULTI-FUNCTION
|
| 43 |
+
- L28: 0.040/0.133
|
| 44 |
+
|
| 45 |
+
These layers transform information and write to destination positions.
|
| 46 |
+
|
| 47 |
+
## Destination Positions (Late) - THE BOTTLENECK
|
| 48 |
+
|
| 49 |
+
Found 4 key destination positions:
|
| 50 |
+
- P143: 1.000/0.000 (★ BOTTLENECK)
|
| 51 |
+
- P138: 0.254/0.000 (secondary)
|
| 52 |
+
- P118: 0.030/-0.005 (secondary)
|
| 53 |
+
- P133: 0.007/0.000 (secondary)
|
| 54 |
+
|
| 55 |
+
CRITICAL: 1 position(s) are true bottlenecks (noising > 0.5).
|
| 56 |
+
Corrupting these positions severely disrupts the model's output.
|
| 57 |
+
This is where the final answer is computed.
|
| 58 |
+
|
| 59 |
+
## Layer-Position Bindings
|
| 60 |
+
|
| 61 |
+
These show which layers act at which positions (the actual circuit edges):
|
| 62 |
+
|
| 63 |
+
- L21-L35 attention reads from P73-P98
|
| 64 |
+
- L28-L35 MLP writes to P118-P143
|
| 65 |
+
|
| 66 |
+
## Methodology Notes
|
| 67 |
+
|
| 68 |
+
- **Noising** (disruption): Replace clean activation with corrupted → measures necessity
|
| 69 |
+
- **Denoising** (recovery): Replace corrupted activation with clean → measures sufficiency
|
| 70 |
+
- High noising + low denoising = necessary but has backups (OR relationship)
|
| 71 |
+
- High noising + high denoising = necessary AND sufficient (AND relationship)
|
| 72 |
+
- The redundancy gap (noising - denoising) indicates how replaceable a component is
|
| 73 |
+
- **Denoising-only positions filtered**: Positions where denoising >> noising are excluded
|
| 74 |
+
as they indicate artifacts rather than true circuit components
|
| 75 |
+
|
| 76 |
+
## Circuit Diagram
|
| 77 |
+
|
| 78 |
+
See information_flow_diagram.png for a visual representation.
|