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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/logs/hparams.yaml b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/logs/hparams.yaml
new file mode 100644
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f0c48a3a6280d67048944ccc46cb6f6e8f90cc35
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/state.ckpt
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/labels.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6a093382fb768f1df6ce56e66ac79be5f9f7e23f
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/labels.csv
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e5dfd311b48acdcc3dbe243622c86046286f9c27
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/state.ckpt
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/labels.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f17909f53812fe5015c1618e6821b99ba6f374a5
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/banking77/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_1000/test=banking77/list=test_1000/logits.csv
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diff --git a/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=128/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/state.ckpt b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=128/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=128/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=128/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56f36e0c78ad25f29db53bcfe3a7d9e2d0c5ec60
--- /dev/null
+++ b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=128/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb124f8ee07374473e88ed96646530599edaeffc
--- /dev/null
+++ b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=7/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=7/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3ce31f854104b9627486f76056b6c6b29332a63c
--- /dev/null
+++ b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=7/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=8/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=8/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e69b6e9fc58bde50ac458e6f9955afafddf3b808
--- /dev/null
+++ b/lora_plus_tempscaling_naive/llama3.2-1b-instruct/agnews/size=8/seed=8/lora_ans_no_es/0.0-1.0/0.7-1.0/0.0-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/results_paper.old/llama3.2-1b-instruct/metric_vs_samples/ner.csv b/results_paper.old/llama3.2-1b-instruct/metric_vs_samples/ner.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43b858431aa6bb3beacef6cdfda61441928613b3
--- /dev/null
+++ b/results_paper.old/llama3.2-1b-instruct/metric_vs_samples/ner.csv
@@ -0,0 +1,156 @@
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+{"dataset":"sst2","method":"no_adaptation","size":"all","seed":"all","result":0.5357142857,"min_result":0.5357142857}
+{"dataset":"20newsgroups","method":"no_adaptation","size":"all","seed":"all","result":0.611481976,"min_result":0.611481976}
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diff --git a/results_paper.old/llama3.2-1b-instruct/results_table/llama3.2-1b-instruct.tex b/results_paper.old/llama3.2-1b-instruct/results_table/llama3.2-1b-instruct.tex
new file mode 100644
index 0000000000000000000000000000000000000000..2ba1722a391ec0d81f9d5020384d1da2bddc3246
--- /dev/null
+++ b/results_paper.old/llama3.2-1b-instruct/results_table/llama3.2-1b-instruct.tex
@@ -0,0 +1,28 @@
+\begin{tabular}{llccccc}
+\toprule
+ &  & SST-2 & AGNews & DBPedia & 20 Newsgroups & Banking77 \\
+\midrule
+\multirow[t]{10}{*}{\rotatebox[origin=c]{90}{smallest}} & NA & $\mathbf{0.80}$ / 0.54 & 1.49 / 0.60 & 2.01 / 0.58 & 1.09 / 0.61 & 2.24 / 0.88 \\
+ & PHC TS & 0.80 / 0.54 & 0.88 / 0.60 & 0.97 / 0.58 & 0.78 / 0.61 & 0.90 / 0.88 \\
+ & PHC VS & 1.02 / 0.56 & 0.70 / 0.45 & 2.50 / 0.37 & 1.51 / 0.59 & 2.29 / 0.65 \\
+ & PHC BS & 0.80 / 0.56 & 0.58 / 0.42 & 0.49 / 0.38 & 0.73 / 0.58 & 1.02 / 0.66 \\
+ & PHC DP & 0.80 / 0.55 & 0.59 / 0.43 & 0.47 / 0.39 & 0.64 / 0.59 & 0.85 / 0.67 \\
+ & SFT w/ validation & 1.03 / 0.33 & 0.53 / 0.24 & 0.35 / 0.22 & 1.29 / 0.57 & 1.81 / 0.64 \\
+ & SFT w/o validation & 0.84 / $\underline{0.22}$ & $\mathbf{0.51}$ / 0.25 & 0.19 / $\underline{0.13}$ & 1.05 / 0.56 & 1.26 / 0.67 \\
+ & SFT retrain & 0.90 / 0.22 & 0.54 / $\underline{0.20}$ & 0.21 / 0.14 & 1.21 / $\underline{0.54}$ & 1.64 / $\underline{0.59}$ \\
+ & SFT retrain + PHC TS & 0.90 / 0.22 & 0.68 / 0.20 & $\mathbf{0.18}$ / 0.14 & $\mathbf{0.61}$ / 0.54 & $\mathbf{0.66}$ / 0.59 \\
+ & SFT retrain + PHC DP & 1.13 / 0.26 & 0.77 / 0.27 & 0.33 / 0.14 & 1.52 / 0.79 & 1.93 / 0.89 \\
+\cline{1-7}
+\multirow[t]{10}{*}{\rotatebox[origin=c]{90}{largest}} & NA & 0.80 / 0.54 & 1.49 / 0.60 & 2.01 / 0.58 & 1.09 / 0.61 & 2.24 / 0.88 \\
+ & PHC TS & 0.78 / 0.54 & 0.88 / 0.60 & 0.96 / 0.58 & 0.77 / 0.61 & 0.90 / 0.88 \\
+ & PHC VS & 0.78 / 0.55 & 0.49 / 0.39 & 0.25 / 0.24 & 0.51 / 0.49 & 0.45 / 0.50 \\
+ & PHC BS & 0.80 / 0.55 & 0.55 / 0.39 & 0.36 / 0.27 & 0.56 / 0.51 & 0.53 / 0.51 \\
+ & PHC DP & 0.78 / 0.55 & 0.55 / 0.40 & 0.34 / 0.27 & 0.53 / 0.50 & 0.48 / 0.51 \\
+ & SFT w/ validation & 0.63 / 0.16 & 0.30 / 0.14 & 0.02 / 0.01 & 0.45 / 0.34 & 0.16 / 0.17 \\
+ & SFT w/o validation & 0.43 / 0.17 & 0.25 / 0.16 & 0.02 / $\underline{0.01}$ & 0.37 / 0.35 & 0.15 / 0.17 \\
+ & SFT retrain & 0.68 / $\underline{0.15}$ & 0.35 / $\underline{0.13}$ & 0.02 / 0.01 & 0.57 / $\underline{0.32}$ & 0.13 / $\underline{0.13}$ \\
+ & SFT retrain + PHC TS & 0.33 / 0.15 & $\mathbf{0.20}$ / 0.13 & $\mathbf{0.02}$ / 0.01 & $\mathbf{0.34}$ / 0.32 & $\mathbf{0.11}$ / 0.13 \\
+ & SFT retrain + PHC DP & $\mathbf{0.32}$ / 0.15 & 0.21 / 0.13 & 0.02 / 0.01 & 0.35 / 0.32 & 0.12 / 0.16 \\
+\cline{1-7}
+\bottomrule
+\end{tabular}
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+{"dataset":"sst2","method":"no_adaptation","size":"all","seed":"all","result":0.112244898,"min_result":0.112244898}
+{"dataset":"20newsgroups","method":"no_adaptation","size":"all","seed":"all","result":0.7983978638,"min_result":0.7983978638}
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diff --git a/results_paper.old/qwen2.5-7b-instruct/results_table/qwen2.5-7b-instruct.tex b/results_paper.old/qwen2.5-7b-instruct/results_table/qwen2.5-7b-instruct.tex
new file mode 100644
index 0000000000000000000000000000000000000000..52a1a85aba65104e164cb60ca528494c93c9b28b
--- /dev/null
+++ b/results_paper.old/qwen2.5-7b-instruct/results_table/qwen2.5-7b-instruct.tex
@@ -0,0 +1,30 @@
+\begin{tabular}{lllllll}
+\toprule
+ &  & SST-2 & AGNews & DBPedia & 20 Newsgroups & Banking77 \\
+\midrule
+\multirow[t]{8}{*}{min (N = 3)} & No Adaptation & $\mathbf{0.32}$ / 0.11 & 0.78 / 0.27 & 2.22 / 0.39 & 1.82 / 0.80 & 3.62 / 0.86 \\
+ & Temperature Scaling & 0.32 / 0.11 & 0.53 / 0.27 & 0.90 / 0.39 & 0.89 / 0.80 & $\mathbf{0.90}$ / 0.86 \\
+ & Vector Scaling & 0.67 / 0.12 & 4.84 / 0.32 & 1.82 / 0.26 & 2.58 / 0.62 & 2.57 / 0.70 \\
+ & Bias Shift & 0.32 / 0.11 & 0.65 / 0.24 & 0.46 / 0.31 & 1.02 / 0.59 & 1.70 / 0.68 \\
+ & Direction Preserving & 1.86 / 0.12 & 0.55 / 0.24 & 0.47 / 0.33 & 0.75 / 0.65 & 0.92 / 0.71 \\
+ & SFT (70\% Train + 30\% Val) & & & & & \\
+ & w/ Early Stopping & 0.44 / 0.11 & $\mathbf{0.38}$ / $\underline{0.19}$ & 0.25 / 0.12 & 0.88 / 0.47 & 1.45 / 0.58 \\
+ & SFT (100\% Train) & & & & & \\
+ & w/ Early Stopping & 0.45 / 0.11 & 0.39 / 0.22 & 0.09 / 0.08 & $\mathbf{0.65}$ / 0.45 & 0.91 / 0.62 \\
+ & SFT (100\% Train) & & & & & \\
+ & w/o Early Stopping & 0.46 / $\underline{0.11}$ & 0.40 / 0.19 & $\mathbf{0.09}$ / $\underline{0.08}$ & 0.90 / $\underline{0.44}$ & 1.15 / $\underline{0.51}$ \\
+\cline{1-7}
+\multirow[t]{8}{*}{max (N = 8)} & No Adaptation & 0.32 / 0.11 & 0.78 / 0.27 & 2.22 / 0.39 & 1.82 / 0.80 & 3.62 / 0.86 \\
+ & Temperature Scaling & 0.21 / 0.11 & 0.50 / 0.27 & 0.88 / 0.39 & 0.89 / 0.80 & 0.90 / 0.86 \\
+ & Vector Scaling & 0.20 / 0.11 & 0.35 / 0.21 & 0.17 / 0.16 & 0.57 / 0.51 & 0.55 / 0.57 \\
+ & Bias Shift & 0.32 / 0.11 & 0.50 / 0.22 & 0.34 / 0.25 & 0.77 / 0.54 & 1.06 / 0.56 \\
+ & Direction Preserving & $\mathbf{0.20}$ / 0.11 & 0.36 / 0.21 & 0.30 / 0.25 & 0.62 / 0.54 & 0.58 / 0.56 \\
+ & SFT (70\% Train + 30\% Val) & & & & & \\
+ & w/ Early Stopping & 0.37 / 0.11 & 0.25 / 0.11 & 0.02 / $\underline{0.01}$ & 0.36 / 0.28 & 0.13 / 0.14 \\
+ & SFT (100\% Train) & & & & & \\
+ & w/ Early Stopping & 0.22 / $\underline{0.10}$ & $\mathbf{0.20}$ / 0.13 & $\mathbf{0.02}$ / 0.01 & $\mathbf{0.30}$ / 0.30 & 0.13 / 0.15 \\
+ & SFT (100\% Train) & & & & & \\
+ & w/o Early Stopping & 0.40 / 0.10 & 0.38 / $\underline{0.10}$ & 0.02 / 0.01 & 0.49 / $\underline{0.27}$ & $\mathbf{0.12}$ / $\underline{0.11}$ \\
+\cline{1-7}
+\bottomrule
+\end{tabular}