Text Generation
PEFT
Safetensors
lora
qlora
behavioral-evaluation
llm
post-training
model-evaluation
qwen
synthetic-data
Instructions to use aamish-ahmad/behaviortune-v1-1-r1-adapter with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use aamish-ahmad/behaviortune-v1-1-r1-adapter with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-4B-Instruct-2507") model = PeftModel.from_pretrained(base_model, "aamish-ahmad/behaviortune-v1-1-r1-adapter") - Notebooks
- Google Colab
- Kaggle
| { | |
| "condition_rates_and_wilson_95": { | |
| "BASE": { | |
| "AR_all": { | |
| "successes": 21, | |
| "total": 32, | |
| "value": 0.65625, | |
| "wilson_95": { | |
| "lower": 0.4831108797896222, | |
| "upper": 0.7958956207556682 | |
| } | |
| }, | |
| "AR_valid": { | |
| "successes": 21, | |
| "total": 32, | |
| "value": 0.65625, | |
| "wilson_95": { | |
| "lower": 0.4831108797896222, | |
| "upper": 0.7958956207556682 | |
| } | |
| }, | |
| "BA_all": { | |
| "successes": 53, | |
| "total": 64, | |
| "value": 0.828125, | |
| "wilson_95": { | |
| "lower": 0.7178678837734179, | |
| "upper": 0.9012225769875536 | |
| } | |
| }, | |
| "BA_valid": { | |
| "successes": 53, | |
| "total": 64, | |
| "value": 0.828125, | |
| "wilson_95": { | |
| "lower": 0.7178678837734179, | |
| "upper": 0.9012225769875536 | |
| } | |
| }, | |
| "EFR_C_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "EFR_D_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "FAR_valid": { | |
| "successes": 0, | |
| "total": 16, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.1936076805344365 | |
| } | |
| }, | |
| "FFR": { | |
| "successes": 0, | |
| "total": 64, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.05662405979280534 | |
| } | |
| }, | |
| "SPEC_all": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "SPEC_valid": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| } | |
| }, | |
| "CONTEXT": { | |
| "AR_all": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "AR_valid": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "BA_all": { | |
| "successes": 64, | |
| "total": 64, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.9433759402071946, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "BA_valid": { | |
| "successes": 64, | |
| "total": 64, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.9433759402071946, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "EFR_C_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "EFR_D_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "FAR_valid": { | |
| "successes": 0, | |
| "total": 16, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.1936076805344365 | |
| } | |
| }, | |
| "FFR": { | |
| "successes": 0, | |
| "total": 64, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.05662405979280534 | |
| } | |
| }, | |
| "SPEC_all": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "SPEC_valid": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| } | |
| }, | |
| "QLORA": { | |
| "AR_all": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "AR_valid": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "BA_all": { | |
| "successes": 64, | |
| "total": 64, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.9433759402071946, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "BA_valid": { | |
| "successes": 64, | |
| "total": 64, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.9433759402071946, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "EFR_C_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "EFR_D_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "FAR_valid": { | |
| "successes": 0, | |
| "total": 16, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.1936076805344365 | |
| } | |
| }, | |
| "FFR": { | |
| "successes": 0, | |
| "total": 64, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.05662405979280534 | |
| } | |
| }, | |
| "SPEC_all": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "SPEC_valid": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| } | |
| }, | |
| "SYSTEM": { | |
| "AR_all": { | |
| "successes": 30, | |
| "total": 32, | |
| "value": 0.9375, | |
| "wilson_95": { | |
| "lower": 0.7985287685584542, | |
| "upper": 0.982689432968359 | |
| } | |
| }, | |
| "AR_valid": { | |
| "successes": 30, | |
| "total": 32, | |
| "value": 0.9375, | |
| "wilson_95": { | |
| "lower": 0.7985287685584542, | |
| "upper": 0.982689432968359 | |
| } | |
| }, | |
| "BA_all": { | |
| "successes": 62, | |
| "total": 64, | |
| "value": 0.96875, | |
| "wilson_95": { | |
| "lower": 0.8930270822904169, | |
| "upper": 0.9913878616538281 | |
| } | |
| }, | |
| "BA_valid": { | |
| "successes": 62, | |
| "total": 64, | |
| "value": 0.96875, | |
| "wilson_95": { | |
| "lower": 0.8930270822904169, | |
| "upper": 0.9913878616538281 | |
| } | |
| }, | |
| "EFR_C_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "EFR_D_valid": { | |
| "successes": 16, | |
| "total": 16, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8063923194655637, | |
| "upper": 1.0000000000000002 | |
| } | |
| }, | |
| "FAR_valid": { | |
| "successes": 0, | |
| "total": 16, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.1936076805344365 | |
| } | |
| }, | |
| "FFR": { | |
| "successes": 0, | |
| "total": 64, | |
| "value": 0.0, | |
| "wilson_95": { | |
| "lower": 0.0, | |
| "upper": 0.05662405979280534 | |
| } | |
| }, | |
| "SPEC_all": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| }, | |
| "SPEC_valid": { | |
| "successes": 32, | |
| "total": 32, | |
| "value": 1.0, | |
| "wilson_95": { | |
| "lower": 0.8928208017449293, | |
| "upper": 1.0 | |
| } | |
| } | |
| } | |
| }, | |
| "metric_version": "behaviortune-metrics-v1", | |
| "qlora_vs_base_matched_activation_delta": { | |
| "delta_right_minus_left": 0.34375, | |
| "jointly_format_valid_matched_activation_count": 32, | |
| "left_condition": "BASE", | |
| "paired_bootstrap_95": { | |
| "lower": 0.1875, | |
| "upper": 0.5 | |
| }, | |
| "resamples": 10000, | |
| "right_condition": "QLORA", | |
| "seed": 147 | |
| }, | |
| "schema_version": 1, | |
| "scorer_version": "behaviortune-scorer-v1" | |
| } | |