Sharathhebbar24
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Update README.md
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README.md
CHANGED
@@ -49,4 +49,395 @@ prompt.
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>>> prompt = "Gracie and Joe are choosing numbers on the complex plane. Joe chooses the point $1+2i$. Gracie chooses $-1+i$. How far apart are Gracie and Joe's points?"
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>>> res = generate_text(prompt)
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>>> res
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```
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49 |
>>> prompt = "Gracie and Joe are choosing numbers on the complex plane. Joe chooses the point $1+2i$. Gracie chooses $-1+i$. How far apart are Gracie and Joe's points?"
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50 |
>>> res = generate_text(prompt)
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>>> res
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+
```
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+
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+
# Benchmark / Evaluation
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+
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+
| Model | Average | ARC | HellaSwag | MMLU | TruthfulQA | Winogrande | GSM8k |
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+
| ------- | -------- | -------- | ------- | -------- | -------- | ------- | -------- |
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+
| Sharathhebbar24/math_gpt2_sft | 28.503 | 22.87 | 30.41 | 25.06 | 37.62 | 51.54 | 0.68 |
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+
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+
```python
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+
{
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+
"all": {
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+
"acc": 0.25082189621988066,
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"acc_stderr": 0.030526589726831692,
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+
"acc_norm": 0.25112870356236633,
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+
"acc_norm_stderr": 0.03129390389566968,
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"mc1": 0.24112607099143207,
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+
"mc1_stderr": 0.014974827279752334,
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"mc2": 0.3762297840067963,
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"mc2_stderr": 0.01445991036363257
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},
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+
"harness|arc:challenge|25": {
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+
"acc": 0.20563139931740615,
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+
"acc_stderr": 0.01181074526074258,
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+
"acc_norm": 0.22866894197952217,
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"acc_norm_stderr": 0.012272853582540799
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+
},
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+
"harness|hellaswag|10": {
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"acc": 0.2884883489344752,
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+
"acc_stderr": 0.004521334761709224,
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+
"acc_norm": 0.30412268472415854,
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+
"acc_norm_stderr": 0.00459094683972719
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+
},
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+
"harness|hendrycksTest-abstract_algebra|5": {
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+
"acc": 0.19,
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+
"acc_stderr": 0.03942772444036625,
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+
"acc_norm": 0.19,
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+
"acc_norm_stderr": 0.03942772444036625
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+
},
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+
"harness|hendrycksTest-anatomy|5": {
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+
"acc": 0.2074074074074074,
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+
"acc_stderr": 0.03502553170678319,
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"acc_norm": 0.2074074074074074,
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"acc_norm_stderr": 0.03502553170678319
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+
},
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+
"harness|hendrycksTest-astronomy|5": {
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+
"acc": 0.17763157894736842,
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"acc_stderr": 0.031103182383123398,
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"acc_norm": 0.17763157894736842,
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"acc_norm_stderr": 0.031103182383123398
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+
},
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+
"harness|hendrycksTest-business_ethics|5": {
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+
"acc": 0.19,
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+
"acc_stderr": 0.03942772444036622,
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+
"acc_norm": 0.19,
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"acc_norm_stderr": 0.03942772444036622
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+
},
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+
"harness|hendrycksTest-clinical_knowledge|5": {
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"acc": 0.2188679245283019,
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"acc_stderr": 0.025447863825108618,
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"acc_norm": 0.2188679245283019,
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"acc_norm_stderr": 0.025447863825108618
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+
},
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"harness|hendrycksTest-college_biology|5": {
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+
"acc": 0.25,
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"acc_stderr": 0.03621034121889507,
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"acc_norm": 0.25,
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"acc_norm_stderr": 0.03621034121889507
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+
},
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+
"harness|hendrycksTest-college_chemistry|5": {
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+
"acc": 0.2,
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+
"acc_stderr": 0.04020151261036845,
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"acc_norm": 0.2,
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"acc_norm_stderr": 0.04020151261036845
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+
},
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+
"harness|hendrycksTest-college_computer_science|5": {
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+
"acc": 0.32,
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+
"acc_stderr": 0.046882617226215034,
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"acc_norm": 0.32,
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"acc_norm_stderr": 0.046882617226215034
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+
},
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+
"harness|hendrycksTest-college_mathematics|5": {
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+
"acc": 0.24,
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+
"acc_stderr": 0.042923469599092816,
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"acc_norm": 0.24,
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"acc_norm_stderr": 0.042923469599092816
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+
},
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+
"harness|hendrycksTest-college_medicine|5": {
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+
"acc": 0.21965317919075145,
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"acc_stderr": 0.031568093627031744,
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"acc_norm": 0.21965317919075145,
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"acc_norm_stderr": 0.031568093627031744
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+
},
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+
"harness|hendrycksTest-college_physics|5": {
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+
"acc": 0.23529411764705882,
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146 |
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"acc_stderr": 0.04220773659171453,
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"acc_norm": 0.23529411764705882,
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"acc_norm_stderr": 0.04220773659171453
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+
},
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+
"harness|hendrycksTest-computer_security|5": {
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+
"acc": 0.23,
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152 |
+
"acc_stderr": 0.04229525846816505,
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"acc_norm": 0.23,
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154 |
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"acc_norm_stderr": 0.04229525846816505
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+
},
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+
"harness|hendrycksTest-conceptual_physics|5": {
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157 |
+
"acc": 0.2680851063829787,
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158 |
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"acc_stderr": 0.028957342788342347,
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159 |
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"acc_norm": 0.2680851063829787,
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160 |
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"acc_norm_stderr": 0.028957342788342347
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+
},
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+
"harness|hendrycksTest-econometrics|5": {
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163 |
+
"acc": 0.24561403508771928,
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164 |
+
"acc_stderr": 0.040493392977481404,
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"acc_norm": 0.24561403508771928,
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"acc_norm_stderr": 0.040493392977481404
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+
},
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+
"harness|hendrycksTest-electrical_engineering|5": {
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169 |
+
"acc": 0.2482758620689655,
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+
"acc_stderr": 0.036001056927277716,
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"acc_norm": 0.2482758620689655,
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+
"acc_norm_stderr": 0.036001056927277716
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+
},
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+
"harness|hendrycksTest-elementary_mathematics|5": {
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+
"acc": 0.24074074074074073,
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+
"acc_stderr": 0.0220190800122179,
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177 |
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"acc_norm": 0.24074074074074073,
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"acc_norm_stderr": 0.0220190800122179
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+
},
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+
"harness|hendrycksTest-formal_logic|5": {
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181 |
+
"acc": 0.23015873015873015,
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182 |
+
"acc_stderr": 0.03764950879790605,
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183 |
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"acc_norm": 0.23015873015873015,
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"acc_norm_stderr": 0.03764950879790605
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+
},
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+
"harness|hendrycksTest-global_facts|5": {
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+
"acc": 0.18,
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188 |
+
"acc_stderr": 0.038612291966536934,
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189 |
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"acc_norm": 0.18,
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190 |
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"acc_norm_stderr": 0.038612291966536934
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+
},
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+
"harness|hendrycksTest-high_school_biology|5": {
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193 |
+
"acc": 0.25483870967741934,
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194 |
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"acc_stderr": 0.024790118459332208,
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"acc_norm": 0.25483870967741934,
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"acc_norm_stderr": 0.024790118459332208
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+
},
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"harness|hendrycksTest-high_school_chemistry|5": {
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199 |
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"acc": 0.19704433497536947,
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"acc_stderr": 0.02798672466673622,
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"acc_norm": 0.19704433497536947,
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"acc_norm_stderr": 0.02798672466673622
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+
},
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+
"harness|hendrycksTest-high_school_computer_science|5": {
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+
"acc": 0.22,
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"acc_stderr": 0.041633319989322695,
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"acc_norm": 0.22,
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"acc_norm_stderr": 0.041633319989322695
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+
},
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+
"harness|hendrycksTest-high_school_european_history|5": {
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211 |
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"acc": 0.19393939393939394,
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212 |
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"acc_stderr": 0.0308741451365621,
|
213 |
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"acc_norm": 0.19393939393939394,
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"acc_norm_stderr": 0.0308741451365621
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215 |
+
},
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"harness|hendrycksTest-high_school_geography|5": {
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217 |
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"acc": 0.3484848484848485,
|
218 |
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"acc_stderr": 0.033948539651564025,
|
219 |
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"acc_norm": 0.3484848484848485,
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220 |
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"acc_norm_stderr": 0.033948539651564025
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221 |
+
},
|
222 |
+
"harness|hendrycksTest-high_school_government_and_politics|5": {
|
223 |
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"acc": 0.32124352331606215,
|
224 |
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"acc_stderr": 0.033699508685490674,
|
225 |
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"acc_norm": 0.32124352331606215,
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226 |
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"acc_norm_stderr": 0.033699508685490674
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227 |
+
},
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+
"harness|hendrycksTest-high_school_macroeconomics|5": {
|
229 |
+
"acc": 0.23333333333333334,
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230 |
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"acc_stderr": 0.021444547301560476,
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231 |
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"acc_norm": 0.23333333333333334,
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232 |
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"acc_norm_stderr": 0.021444547301560476
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},
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234 |
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"harness|hendrycksTest-high_school_mathematics|5": {
|
235 |
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"acc": 0.2851851851851852,
|
236 |
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"acc_stderr": 0.027528599210340492,
|
237 |
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"acc_norm": 0.2851851851851852,
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238 |
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"acc_norm_stderr": 0.027528599210340492
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},
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240 |
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"harness|hendrycksTest-high_school_microeconomics|5": {
|
241 |
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"acc": 0.29831932773109243,
|
242 |
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"acc_stderr": 0.029719142876342856,
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243 |
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"acc_norm": 0.29831932773109243,
|
244 |
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"acc_norm_stderr": 0.029719142876342856
|
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},
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"harness|hendrycksTest-high_school_physics|5": {
|
247 |
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"acc": 0.2781456953642384,
|
248 |
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"acc_stderr": 0.03658603262763744,
|
249 |
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"acc_norm": 0.2781456953642384,
|
250 |
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"acc_norm_stderr": 0.03658603262763744
|
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+
},
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+
"harness|hendrycksTest-high_school_psychology|5": {
|
253 |
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"acc": 0.26788990825688075,
|
254 |
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"acc_stderr": 0.018987462257978652,
|
255 |
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"acc_norm": 0.26788990825688075,
|
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"acc_norm_stderr": 0.018987462257978652
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+
},
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+
"harness|hendrycksTest-high_school_statistics|5": {
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259 |
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"acc": 0.4351851851851852,
|
260 |
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"acc_stderr": 0.03381200005643525,
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"acc_norm": 0.4351851851851852,
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"acc_norm_stderr": 0.03381200005643525
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+
},
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"harness|hendrycksTest-high_school_us_history|5": {
|
265 |
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"acc": 0.2647058823529412,
|
266 |
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"acc_stderr": 0.0309645179269234,
|
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"acc_norm": 0.2647058823529412,
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"acc_norm_stderr": 0.0309645179269234
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+
},
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+
"harness|hendrycksTest-high_school_world_history|5": {
|
271 |
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"acc": 0.28270042194092826,
|
272 |
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"acc_stderr": 0.029312814153955927,
|
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"acc_norm": 0.28270042194092826,
|
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"acc_norm_stderr": 0.029312814153955927
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+
},
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"harness|hendrycksTest-human_aging|5": {
|
277 |
+
"acc": 0.31390134529147984,
|
278 |
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"acc_stderr": 0.031146796482972465,
|
279 |
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440 |
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441 |
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442 |
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|
443 |
```
|