diff --git a/.gitattributes b/.gitattributes
index 961e1a178b91194832955c8d89855be4ecbf18d7..ce91b3bb6bcfca368272afcd338daf69df408ca4 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -80,3 +80,5 @@ outputs/debug/wandb/wandb/run-20260421_144830-74grl7m1/run-74grl7m1.wandb filter
 outputs/debug/wandb/wandb/run-20260421_155030-74grl7m1/run-74grl7m1.wandb filter=lfs diff=lfs merge=lfs -text
 outputs/debug/wandb/wandb/run-20260422_042830-74grl7m1/run-74grl7m1.wandb filter=lfs diff=lfs merge=lfs -text
 outputs/debug/wandb/wandb/run-20260422_152557-74grl7m1/run-74grl7m1.wandb filter=lfs diff=lfs merge=lfs -text
+outputs/reward_curve_comparisons/qwen35_reward_curve_formatted_liberation_serif_no_chunk_no_weighting_near_early_cross_ranked_after100_first130.pdf filter=lfs diff=lfs merge=lfs -text
+outputs/reward_curve_comparisons/vs2_reward_curve_formatted_liberation_serif_no_chunk.pdf filter=lfs diff=lfs merge=lfs -text
diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_closer_ranked_after100_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_closer_ranked_after100_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f5645ceaff126edcd6d6e6c4d73329de6e51245
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_closer_ranked_after100_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_near_early_cross_ranked_after100_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_near_early_cross_ranked_after100_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9bea4e75354bb39172d06d787b0e22550f86e55c
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+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_near_early_cross_ranked_after100_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_raised_10_80_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_raised_10_80_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee29440a182e740ba1aea62eba08188d73eec81c
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_no_weighting_raised_10_80_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_start_aligned_no_weighting_gradual_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_start_aligned_no_weighting_gradual_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..088822864ef2904e6c454fd4ce839da2dc56b9a2
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth20_start_aligned_no_weighting_gradual_wide.csv
@@ -0,0 +1,131 @@
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth25_no_weighting_near_early_cross_ranked_after100_summary.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth25_no_weighting_near_early_cross_ranked_after100_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d962ba8c46785c80318a3046369a282dec62b67d
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth25_no_weighting_near_early_cross_ranked_after100_summary.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth25_no_weighting_near_early_cross_ranked_after100_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth25_no_weighting_near_early_cross_ranked_after100_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9ea7c106d526bc400e8ef11de71403f1edf185c7
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first130_smooth25_no_weighting_near_early_cross_ranked_after100_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_step79_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_step79_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d2b4ccbc6a9956bd3136292ab868e0b449e9ebad
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_step79_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_summary.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf6a937758043bab84610d418a5557c128237a03
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_summary.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9c16748f17bedd2b6b865a9c051bbec29d96db37
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_frame_offset_no_chunk_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_no_offset_no_chunk_summary.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_no_offset_no_chunk_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fdd808c1474667d5e262313e38f7dd2f0df84f42
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_no_offset_no_chunk_summary.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_no_offset_no_chunk_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_no_offset_no_chunk_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..08854352d40ea0f129895ab98ac4c57f9775c460
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth15_no_offset_no_chunk_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_frame_offset_no_chunk_step79_summary.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_frame_offset_no_chunk_step79_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf6a937758043bab84610d418a5557c128237a03
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_frame_offset_no_chunk_step79_summary.csv
@@ -0,0 +1,6 @@
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_frame_offset_no_chunk_step79_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_frame_offset_no_chunk_step79_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f17fd239a49aa794b10f8277bf673bef5225a07d
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_frame_offset_no_chunk_step79_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_bottom_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_bottom_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..984b54348d57ed2e8b59c531247b5147de765a47
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_bottom_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_gradual_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_gradual_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..601cfa7dac7bff577921d3af0c8d7aca143b69be
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_gradual_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_raised_wide.csv b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_raised_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a40dccaa413274cb88175792f8849e2bde27175a
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_reward_curve_first150_smooth20_start_aligned_no_weighting_raised_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_smooth10_wide.csv b/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_smooth10_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3082969ddfa65ebfa5a1d072fefa4bdc6316c162
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_smooth10_wide.csv
@@ -0,0 +1,151 @@
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diff --git a/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_smooth15_centered_zoom_wide.csv b/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_smooth15_centered_zoom_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..962819b0bcb79a4194ba22f43e54c379c32f0f3c
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_smooth15_centered_zoom_wide.csv
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diff --git a/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_wide.csv b/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..196b1c8e08198bedb18254f13881d474c811a3b8
--- /dev/null
+++ b/outputs/reward_curve_comparisons/qwen35_token_credit_ablation_reward_curves_first150_wide.csv
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diff --git a/outputs/reward_curve_comparisons/vs2_token_credit_ablation_reward_curves_first150_smooth15_edgeaware_offset_frame_chunk4_wide.csv b/outputs/reward_curve_comparisons/vs2_token_credit_ablation_reward_curves_first150_smooth15_edgeaware_offset_frame_chunk4_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb0eec3ccd28258ce7e8a3ae720b1d4aa5cb5b94
--- /dev/null
+++ b/outputs/reward_curve_comparisons/vs2_token_credit_ablation_reward_curves_first150_smooth15_edgeaware_offset_frame_chunk4_wide.csv
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diff --git a/outputs/reward_curve_comparisons/vs2_token_credit_ablation_reward_curves_first150_smooth15_no_offset_window7_fit_to150_wide.csv b/outputs/reward_curve_comparisons/vs2_token_credit_ablation_reward_curves_first150_smooth15_no_offset_window7_fit_to150_wide.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a7b7e37b17741cef8911518bfd64b5e7141ceed2
--- /dev/null
+++ b/outputs/reward_curve_comparisons/vs2_token_credit_ablation_reward_curves_first150_smooth15_no_offset_window7_fit_to150_wide.csv
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