├── AAS_Samples ├── AAS_Sample_1.txt ├── README.md ├── aas_file_t10_Llama_2_70B_HF_20240124_194258_438a.json ├── aas_file_t10_Llama_2_70B_HF_rag_20240124_200941_56ae.json ├── aas_file_t10_Mixtral_8x7B_Instruct_20240124_200618_cc5d.json ├── aas_file_t10_Mixtral_8x7B_Instruct_rag_20240124_201059_e4f9.json ├── aas_file_t10_WizardLM_70B_20240124_231507_6c3a.json ├── aas_file_t10_WizardLM_70B_rag_20240124_201712_9edb.json ├── aas_file_t10_WizardLM_70B_rag_20240124_230622_9df3.json ├── aas_file_t10_gpt-3.5-turbo-instruct_20240124_194047_488e.json ├── aas_file_t10_gpt-3.5-turbo-instruct_rag_20240124_200851_028d.json ├── aas_file_t10_gpt-3.5-turbo-instruct_rag_20240124_201028_9100.json ├── aas_file_t11_Llama_2_70B_HF_20240124_231853_4881.json ├── aas_file_t11_Llama_2_70B_HF_rag_20240124_232030_9bc3.json ├── aas_file_t11_Mixtral_8x7B_Instruct_20240124_231924_6e9c.json ├── aas_file_t11_Mixtral_8x7B_Instruct_rag_20240124_231950_9fd7.json ├── aas_file_t11_WizardLM_70B_20240124_232240_6495.json ├── aas_file_t11_WizardLM_70B_rag_20240124_233259_b903.json ├── aas_file_t11_gpt-3.5-turbo-instruct_20240124_231815_9fcc.json ├── aas_file_t11_gpt-3.5-turbo-instruct_rag_20240124_231922_545c.json ├── aas_file_t12_Llama_2_70B_HF_20240124_231953_663f.json ├── aas_file_t12_Llama_2_70B_HF_rag_20240124_232147_96cc.json ├── aas_file_t12_Mixtral_8x7B_Instruct_20240124_232009_e637.json ├── aas_file_t12_Mixtral_8x7B_Instruct_rag_20240124_232115_1827.json ├── aas_file_t12_WizardLM_70B_20240124_232530_3530.json ├── aas_file_t12_WizardLM_70B_rag_20240124_234315_95d9.json ├── aas_file_t12_gpt-3.5-turbo-instruct_20240124_231938_0054.json ├── aas_file_t12_gpt-3.5-turbo-instruct_rag_20240124_232040_02b7.json ├── aas_file_t13_Llama_2_70B_HF_20240124_232050_7405.json ├── aas_file_t13_Llama_2_70B_HF_20240125_000724_76c4.json ├── aas_file_t13_Llama_2_70B_HF_20240125_001921_64fa.json ├── aas_file_t13_Llama_2_70B_HF_rag_20240124_232345_afc2.json ├── aas_file_t13_Llama_2_70B_HF_rag_20240125_000732_69e4.json ├── aas_file_t13_Llama_2_70B_HF_rag_20240125_001945_1b60.json ├── aas_file_t13_Mixtral_8x7B_Instruct_20240124_232100_dbc5.json ├── aas_file_t13_Mixtral_8x7B_Instruct_20240125_000720_be40.json ├── aas_file_t13_Mixtral_8x7B_Instruct_20240125_002007_c8bb.json ├── aas_file_t13_Mixtral_8x7B_Instruct_rag_20240124_232309_2ab4.json ├── aas_file_t13_Mixtral_8x7B_Instruct_rag_20240125_000806_6615.json ├── aas_file_t13_Mixtral_8x7B_Instruct_rag_20240125_002023_bf8e.json ├── aas_file_t13_Mixtral_8x7B_Instruct_rag_20240125_002033_5406.json ├── aas_file_t13_WizardLM_70B_20240125_001707_3b08.json ├── aas_file_t13_WizardLM_70B_rag_20240125_002603_4045.json ├── aas_file_t13_gpt-3.5-turbo-instruct_20240124_232023_8dda.json ├── aas_file_t13_gpt-3.5-turbo-instruct_20240125_000708_059b.json ├── aas_file_t13_gpt-3.5-turbo-instruct_20240125_000920_ca24.json ├── aas_file_t13_gpt-3.5-turbo-instruct_20240125_001733_b969.json ├── aas_file_t13_gpt-3.5-turbo-instruct_rag_20240125_000507_097e.json ├── aas_file_t13_gpt-3.5-turbo-instruct_rag_20240125_001012_9a86.json ├── aas_file_t13_gpt-3.5-turbo-instruct_rag_20240125_001825_cb1e.json ├── aas_file_t14_Llama_2_70B_HF_20240124_232211_6cf2.json ├── aas_file_t14_Llama_2_70B_HF_rag_20240124_232735_bfb8.json ├── aas_file_t14_Mixtral_8x7B_Instruct_20240124_232233_e776.json ├── aas_file_t14_Mixtral_8x7B_Instruct_rag_20240124_232654_4629.json ├── aas_file_t14_WizardLM_70B_20240124_233157_c937.json ├── aas_file_t14_WizardLM_70B_rag_20240125_000523_92b8.json ├── aas_file_t14_gpt-3.5-turbo-instruct_20240124_232125_1dc2.json ├── aas_file_t14_gpt-3.5-turbo-instruct_rag_20240124_232451_5b96.json ├── aas_file_t15_Llama_2_70B_HF_20240124_232328_8276.json ├── aas_file_t15_Llama_2_70B_HF_rag_20240124_233052_249b.json ├── aas_file_t15_Mixtral_8x7B_Instruct_20240124_232349_b0bb.json ├── aas_file_t15_Mixtral_8x7B_Instruct_rag_20240124_233000_e0e6.json ├── aas_file_t15_WizardLM_70B_20240124_235246_49e7.json ├── aas_file_t15_WizardLM_70B_rag_20240125_001058_2966.json ├── aas_file_t15_gpt-3.5-turbo-instruct_20240124_232241_6dbe.json ├── aas_file_t15_gpt-3.5-turbo-instruct_rag_20240124_232750_cca7.json ├── aas_file_t16_Llama_2_70B_HF_20240124_232434_b73f.json ├── aas_file_t16_Llama_2_70B_HF_rag_20240124_233245_6da9.json ├── aas_file_t16_Mixtral_8x7B_Instruct_20240124_232543_e8d4.json ├── aas_file_t16_Mixtral_8x7B_Instruct_rag_20240124_233228_4ee3.json ├── aas_file_t16_WizardLM_70B_20240124_234509_58be.json ├── aas_file_t16_WizardLM_70B_rag_20240124_235250_db81.json ├── aas_file_t16_gpt-3.5-turbo-instruct_20240124_232403_4f5d.json ├── aas_file_t16_gpt-3.5-turbo-instruct_rag_20240124_233001_fdb3.json ├── aas_file_t17_Llama_2_70B_HF_20240124_232620_5171.json ├── aas_file_t17_Llama_2_70B_HF_rag_20240124_233547_9c5b.json ├── aas_file_t17_Mixtral_8x7B_Instruct_20240124_232716_ada9.json ├── aas_file_t17_Mixtral_8x7B_Instruct_rag_20240124_233503_4265.json ├── aas_file_t17_WizardLM_70B_20240124_235752_9698.json ├── aas_file_t17_WizardLM_70B_rag_20240124_234857_42a7.json ├── aas_file_t17_gpt-3.5-turbo-instruct_20240124_232555_9809.json ├── aas_file_t17_gpt-3.5-turbo-instruct_rag_20240124_233226_3d9e.json ├── aas_file_t18_Llama_2_70B_HF_20240124_232741_62fa.json ├── aas_file_t18_Llama_2_70B_HF_rag_20240124_234458_5ca9.json ├── aas_file_t18_Mixtral_8x7B_Instruct_20240124_232814_08b4.json ├── aas_file_t18_Mixtral_8x7B_Instruct_rag_20240124_234219_dfee.json ├── aas_file_t18_WizardLM_70B_20240124_235701_dbac.json ├── aas_file_t18_WizardLM_70B_rag_20240124_234059_4d4e.json ├── aas_file_t18_gpt-3.5-turbo-instruct_20240124_232711_91fe.json ├── aas_file_t18_gpt-3.5-turbo-instruct_rag_20240124_233352_328f.json ├── aas_file_t19_Llama_2_70B_HF_20240124_232856_44a2.json ├── aas_file_t19_Llama_2_70B_HF_rag_20240124_234851_2781.json ├── aas_file_t19_Mixtral_8x7B_Instruct_20240124_233039_b03d.json ├── aas_file_t19_Mixtral_8x7B_Instruct_rag_20240124_234717_246b.json ├── aas_file_t19_WizardLM_70B_20240124_235802_734b.json ├── aas_file_t19_WizardLM_70B_rag_20240124_234502_9c96.json ├── aas_file_t19_gpt-3.5-turbo-instruct_20240124_232804_f217.json ├── aas_file_t19_gpt-3.5-turbo-instruct_rag_20240124_233724_b54b.json ├── aas_file_t1_Llama_2_70B_HF_20240124_191235_c088.json ├── aas_file_t1_Llama_2_70B_HF_rag_20240124_191409_bb83.json ├── aas_file_t1_Mixtral_8x7B_Instruct_20240124_191408_b9f2.json ├── aas_file_t1_Mixtral_8x7B_Instruct_rag_20240124_192056_ecf0.json ├── aas_file_t1_WizardLM_70B_20240124_191707_e7b9.json ├── aas_file_t1_WizardLM_70B_rag_20240124_193842_aff7.json ├── aas_file_t1_gpt-3.5-turbo-instruct_20240124_191139_069e.json ├── aas_file_t1_gpt-3.5-turbo-instruct_rag_20240124_190415_d9e0.json ├── aas_file_t20_Llama_2_70B_HF_20240124_233053_0486.json ├── aas_file_t20_Llama_2_70B_HF_rag_20240124_234331_3983.json ├── aas_file_t20_Mixtral_8x7B_Instruct_20240124_233313_2d71.json ├── aas_file_t20_Mixtral_8x7B_Instruct_rag_20240124_234023_d586.json ├── aas_file_t20_WizardLM_70B_20240124_234628_82a5.json ├── aas_file_t20_WizardLM_70B_rag_20240124_234832_69e9.json ├── aas_file_t20_gpt-3.5-turbo-instruct_20240124_233031_26a4.json ├── aas_file_t20_gpt-3.5-turbo-instruct_rag_20240124_234723_fce2.json ├── aas_file_t2_Llama_2_70B_HF_20240124_192222_1133.json ├── aas_file_t2_Llama_2_70B_HF_rag_20240124_193256_ae57.json ├── aas_file_t2_Mixtral_8x7B_Instruct_20240124_192244_a39c.json ├── aas_file_t2_Mixtral_8x7B_Instruct_rag_20240124_192548_e991.json ├── aas_file_t2_WizardLM_70B_20240124_192646_1ce9.json ├── aas_file_t2_WizardLM_70B_rag_20240124_194023_9c0e.json ├── aas_file_t2_WizardLM_70B_rag_20240124_195558_2306.json ├── aas_file_t2_gpt-3.5-turbo-instruct_20240124_192203_5d45.json ├── aas_file_t2_gpt-3.5-turbo-instruct_rag_20240124_192407_8886.json ├── aas_file_t3_Llama_2_70B_HF_20240124_192453_e34c.json ├── aas_file_t3_Llama_2_70B_HF_rag_20240124_193637_4008.json ├── aas_file_t3_Mixtral_8x7B_Instruct_20240124_192540_aaaf.json ├── aas_file_t3_Mixtral_8x7B_Instruct_rag_20240124_193506_9a00.json ├── aas_file_t3_WizardLM_70B_20240124_230208_851a.json ├── aas_file_t3_WizardLM_70B_rag_20240124_195710_be9d.json ├── aas_file_t3_gpt-3.5-turbo-instruct_20240124_192432_68d9.json ├── aas_file_t3_gpt-3.5-turbo-instruct_rag_20240124_192706_b876.json ├── aas_file_t4_Llama_2_70B_HF_20240124_193142_841a.json ├── aas_file_t4_Llama_2_70B_HF_rag_20240124_194047_a724.json ├── aas_file_t4_Mixtral_8x7B_Instruct_20240124_193211_2506.json ├── aas_file_t4_Mixtral_8x7B_Instruct_rag_20240124_193949_18e2.json ├── aas_file_t4_WizardLM_70B_20240124_193849_7404.json ├── aas_file_t4_WizardLM_70B_rag_20240124_201948_6032.json ├── aas_file_t4_gpt-3.5-turbo-instruct_20240124_193124_e197.json ├── aas_file_t4_gpt-3.5-turbo-instruct_rag_20240124_193241_4f46.json ├── aas_file_t5_Llama_2_70B_HF_20240124_193329_e40c.json ├── aas_file_t5_Llama_2_70B_HF_rag_20240124_194337_4fb8.json ├── aas_file_t5_Mixtral_8x7B_Instruct_20240124_193350_7fb1.json ├── aas_file_t5_Mixtral_8x7B_Instruct_rag_20240124_194256_02b2.json ├── aas_file_t5_WizardLM_70B_20240124_194219_c8b2.json ├── aas_file_t5_WizardLM_70B_rag_20240124_210221_aa2c.json ├── aas_file_t5_gpt-3.5-turbo-instruct_20240124_193305_bfb4.json ├── aas_file_t5_gpt-3.5-turbo-instruct_rag_20240124_193452_3ace.json ├── aas_file_t6_Llama_2_70B_HF_20240124_193521_053a.json ├── aas_file_t6_Llama_2_70B_HF_rag_20240124_200830_167e.json ├── aas_file_t6_Mixtral_8x7B_Instruct_20240124_193551_3261.json ├── aas_file_t6_Mixtral_8x7B_Instruct_20240125_171955_604f.json ├── aas_file_t6_Mixtral_8x7B_Instruct_rag_20240124_200851_a3bc.json ├── aas_file_t6_Mixtral_8x7B_Instruct_rag_20240125_172003_098c.json ├── aas_file_t6_Mixtral_8x7B_Instruct_rag_20240125_174631_99a3.json ├── aas_file_t6_Mixtral_8x7B_Instruct_rag_20240130_011234_5d85.json ├── aas_file_t6_WizardLM_70B_20240124_200917_830c.json ├── aas_file_t6_WizardLM_70B_rag_20240124_231320_a766.json ├── aas_file_t6_gpt-3.5-turbo-instruct_20240124_193426_8b6e.json ├── aas_file_t6_gpt-3.5-turbo-instruct_rag_20240124_193755_50ca.json ├── aas_file_t7_Llama_2_70B_HF_20240124_193717_7408.json ├── aas_file_t7_Llama_2_70B_HF_rag_20240124_201149_3633.json ├── aas_file_t7_Mixtral_8x7B_Instruct_20240124_193833_e1ce.json ├── aas_file_t7_Mixtral_8x7B_Instruct_rag_20240124_205533_beca.json ├── aas_file_t7_Mixtral_8x7B_Instruct_rag_20240124_231325_31ac.json ├── aas_file_t7_WizardLM_70B_20240124_205353_3a9b.json ├── aas_file_t7_WizardLM_70B_rag_20240124_233001_0816.json ├── aas_file_t7_gpt-3.5-turbo-instruct_20240124_193553_afc5.json ├── aas_file_t7_gpt-3.5-turbo-instruct_rag_20240124_194044_3340.json ├── aas_file_t8_Llama_2_70B_HF_20240124_193905_a3c6.json ├── aas_file_t8_Llama_2_70B_HF_rag_20240124_205245_c317.json ├── aas_file_t8_Llama_2_70B_HF_rag_20240124_205330_3a70.json ├── aas_file_t8_Mixtral_8x7B_Instruct_20240124_194003_b775.json ├── aas_file_t8_Mixtral_8x7B_Instruct_rag_20240124_205325_1b98.json ├── aas_file_t8_WizardLM_70B_20240124_225829_51c7.json ├── aas_file_t8_WizardLM_70B_rag_20240124_230855_5dc7.json ├── aas_file_t8_gpt-3.5-turbo-instruct_20240124_193824_27a4.json ├── aas_file_t8_gpt-3.5-turbo-instruct_rag_20240124_194259_1bdb.json ├── aas_file_t9_Llama_2_70B_HF_20240124_194058_9300.json ├── aas_file_t9_Llama_2_70B_HF_rag_20240124_201307_e97a.json ├── aas_file_t9_Mixtral_8x7B_Instruct_20240124_194155_db9e.json ├── aas_file_t9_Mixtral_8x7B_Instruct_20240127_231852_8a3d.json ├── aas_file_t9_Mixtral_8x7B_Instruct_rag_20240124_201317_6d11.json ├── aas_file_t9_Mixtral_8x7B_Instruct_rag_20240124_205409_721a.json ├── aas_file_t9_WizardLM_70B_20240125_130918_24fc.json ├── aas_file_t9_WizardLM_70B_rag_20240124_210607_bc5a.json ├── aas_file_t9_WizardLM_70B_rag_20240124_231205_237b.json ├── aas_file_t9_gpt-3.5-turbo-instruct_20240124_193926_d6fe.json ├── aas_file_t9_gpt-3.5-turbo-instruct_rag_20240124_200745_8ba7.json └── ids │ ├── aas │ └── 9455_5160_3002_2366 │ │ └── aas │ ├── asset │ └── 8091_2271_2132_6317 │ │ ├── Vacuum Sensors VS-V-SA.txt │ │ └── asset │ ├── cd │ ├── 2535_3271_2132_8369 │ │ └── ConceptDescription.txt │ └── 7424_3271_2132_8337 │ │ └── ConceptDescription.txt │ └── sm │ └── 5253_2271_2132_9286 │ └── sm ├── AASbyLLM_graphical_abstract.png ├── AASbyLLM_system_components_diagram.png ├── Demo_AAS_generation.gif ├── Demo_AAS_generation.mov ├── LICENSE ├── LLM_agent_design.png ├── README.md ├── evaluation results.xlsx ├── extraction_agent_prompt.txt ├── prompt_structure.png ├── raw_evaluation_results ├── README.md ├── evaluation_results_t10_Llama_2_70B_HF.json ├── evaluation_results_t10_Llama_2_70B_HF_rag.json ├── evaluation_results_t10_Mixtral_8x7B_Instruct.json ├── evaluation_results_t10_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t10_WizardLM_70B.json ├── evaluation_results_t10_WizardLM_70B_rag.json ├── evaluation_results_t10_gpt-3.5-turbo-instruct.json ├── evaluation_results_t10_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t11_Llama_2_70B_HF.json ├── evaluation_results_t11_Llama_2_70B_HF_rag.json ├── evaluation_results_t11_Mixtral_8x7B_Instruct.json ├── evaluation_results_t11_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t11_WizardLM_70B.json ├── evaluation_results_t11_WizardLM_70B_rag.json ├── evaluation_results_t11_gpt-3.5-turbo-instruct.json ├── evaluation_results_t11_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t12_Llama_2_70B_HF.json ├── evaluation_results_t12_Llama_2_70B_HF_rag.json ├── evaluation_results_t12_Mixtral_8x7B_Instruct.json ├── evaluation_results_t12_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t12_WizardLM_70B.json ├── evaluation_results_t12_WizardLM_70B_rag.json ├── evaluation_results_t12_gpt-3.5-turbo-instruct.json ├── evaluation_results_t12_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t13_Llama_2_70B_HF.json ├── evaluation_results_t13_Llama_2_70B_HF_rag.json ├── evaluation_results_t13_Mixtral_8x7B_Instruct.json ├── evaluation_results_t13_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t13_WizardLM_70B.json ├── evaluation_results_t13_WizardLM_70B_rag.json ├── evaluation_results_t13_gpt-3.5-turbo-instruct.json ├── evaluation_results_t13_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t14_Llama_2_70B_HF.json ├── evaluation_results_t14_Llama_2_70B_HF_rag.json ├── evaluation_results_t14_Mixtral_8x7B_Instruct.json ├── evaluation_results_t14_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t14_WizardLM_70B.json ├── evaluation_results_t14_WizardLM_70B_rag.json ├── evaluation_results_t14_gpt-3.5-turbo-instruct.json ├── evaluation_results_t14_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t15_Llama_2_70B_HF.json ├── evaluation_results_t15_Llama_2_70B_HF_rag.json ├── evaluation_results_t15_Mixtral_8x7B_Instruct.json ├── evaluation_results_t15_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t15_WizardLM_70B.json ├── evaluation_results_t15_WizardLM_70B_rag.json ├── evaluation_results_t15_gpt-3.5-turbo-instruct.json ├── evaluation_results_t15_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t16_Llama_2_70B_HF.json ├── evaluation_results_t16_Llama_2_70B_HF_rag.json ├── evaluation_results_t16_Mixtral_8x7B_Instruct.json ├── evaluation_results_t16_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t16_WizardLM_70B.json ├── evaluation_results_t16_WizardLM_70B_rag.json ├── evaluation_results_t16_gpt-3.5-turbo-instruct.json ├── evaluation_results_t16_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t17_Llama_2_70B_HF.json ├── evaluation_results_t17_Llama_2_70B_HF_rag.json ├── evaluation_results_t17_Mixtral_8x7B_Instruct.json ├── evaluation_results_t17_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t17_WizardLM_70B.json ├── evaluation_results_t17_WizardLM_70B_rag.json ├── evaluation_results_t17_gpt-3.5-turbo-instruct.json ├── evaluation_results_t17_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t18_Llama_2_70B_HF.json ├── evaluation_results_t18_Llama_2_70B_HF_rag.json ├── evaluation_results_t18_Mixtral_8x7B_Instruct.json ├── evaluation_results_t18_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t18_WizardLM_70B.json ├── evaluation_results_t18_WizardLM_70B_rag.json ├── evaluation_results_t18_gpt-3.5-turbo-instruct.json ├── evaluation_results_t18_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t19_Llama_2_70B_HF.json ├── evaluation_results_t19_Llama_2_70B_HF_rag.json ├── evaluation_results_t19_Mixtral_8x7B_Instruct.json ├── evaluation_results_t19_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t19_WizardLM_70B.json ├── evaluation_results_t19_WizardLM_70B_rag.json ├── evaluation_results_t19_gpt-3.5-turbo-instruct.json ├── evaluation_results_t19_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t1_Llama_2_70B_HF.json ├── evaluation_results_t1_Llama_2_70B_HF_rag.json ├── evaluation_results_t1_Mixtral_8x7B_Instruct.json ├── evaluation_results_t1_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t1_WizardLM_70B.json ├── evaluation_results_t1_WizardLM_70B_rag.json ├── evaluation_results_t1_gpt-3.5-turbo-instruct.json ├── evaluation_results_t1_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t20_Llama_2_70B_HF.json ├── evaluation_results_t20_Llama_2_70B_HF_rag.json ├── evaluation_results_t20_Mixtral_8x7B_Instruct.json ├── evaluation_results_t20_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t20_WizardLM_70B.json ├── evaluation_results_t20_WizardLM_70B_rag.json ├── evaluation_results_t20_gpt-3.5-turbo-instruct.json ├── evaluation_results_t20_gpt-3.5-turbo-instruct_rag (1).json ├── evaluation_results_t2_Llama_2_70B_HF.json ├── evaluation_results_t2_Llama_2_70B_HF_rag.json ├── evaluation_results_t2_Mixtral_8x7B_Instruct.json ├── evaluation_results_t2_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t2_WizardLM_70B.json ├── evaluation_results_t2_WizardLM_70B_rag.json ├── evaluation_results_t2_gpt-3.5-turbo-instruct.json ├── evaluation_results_t2_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t3_Llama_2_70B_HF.json ├── evaluation_results_t3_Llama_2_70B_HF_rag.json ├── evaluation_results_t3_Mixtral_8x7B_Instruct.json ├── evaluation_results_t3_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t3_WizardLM_70B.json ├── evaluation_results_t3_WizardLM_70B_rag.json ├── evaluation_results_t3_gpt-3.5-turbo-instruct.json ├── evaluation_results_t3_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t4_Llama_2_70B_HF.json ├── evaluation_results_t4_Llama_2_70B_HF_rag.json ├── evaluation_results_t4_Mixtral_8x7B_Instruct.json ├── evaluation_results_t4_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t4_WizardLM_70B.json ├── evaluation_results_t4_WizardLM_70B_rag.json ├── evaluation_results_t4_gpt-3.5-turbo-instruct.json ├── evaluation_results_t4_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t5_Llama_2_70B_HF.json ├── evaluation_results_t5_Llama_2_70B_HF_rag.json ├── evaluation_results_t5_Mixtral_8x7B_Instruct.json ├── evaluation_results_t5_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t5_WizardLM_70B.json ├── evaluation_results_t5_WizardLM_70B_rag.json ├── evaluation_results_t5_gpt-3.5-turbo-instruct.json ├── evaluation_results_t5_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t6_Llama_2_70B_HF.json ├── evaluation_results_t6_Llama_2_70B_HF_rag.json ├── evaluation_results_t6_Mixtral_8x7B_Instruct.json ├── evaluation_results_t6_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t6_WizardLM_70B.json ├── evaluation_results_t6_WizardLM_70B_rag.json ├── evaluation_results_t6_gpt-3.5-turbo-instruct.json ├── evaluation_results_t6_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t7_Llama_2_70B_HF.json ├── evaluation_results_t7_Llama_2_70B_HF_rag.json ├── evaluation_results_t7_Mixtral_8x7B_Instruct.json ├── evaluation_results_t7_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t7_WizardLM_70B.json ├── evaluation_results_t7_WizardLM_70B_rag.json ├── evaluation_results_t7_gpt-3.5-turbo-instruct.json ├── evaluation_results_t7_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t8_Llama_2_70B_HF.json ├── evaluation_results_t8_Llama_2_70B_HF_rag.json ├── evaluation_results_t8_Mixtral_8x7B_Instruct.json ├── evaluation_results_t8_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t8_WizardLM_70B.json ├── evaluation_results_t8_WizardLM_70B_rag.json ├── evaluation_results_t8_gpt-3.5-turbo-instruct.json ├── evaluation_results_t8_gpt-3.5-turbo-instruct_rag.json ├── evaluation_results_t9_Llama_2_70B_HF.json ├── evaluation_results_t9_Llama_2_70B_HF_rag.json ├── evaluation_results_t9_Mixtral_8x7B_Instruct.json ├── evaluation_results_t9_Mixtral_8x7B_Instruct_rag.json ├── evaluation_results_t9_WizardLM_70B.json ├── evaluation_results_t9_WizardLM_70B_rag.json ├── evaluation_results_t9_gpt-3.5-turbo-instruct.json └── evaluation_results_t9_gpt-3.5-turbo-instruct_rag.json ├── related_works └── README.md ├── research_paper ├── Generation_of_Asset_Administration_Shell_With_Large_Language_Model_Agents_Toward_Semantic_Interoperability_in_Digital_Twins_in_the_Context_of_Industry_4.0.pdf └── README.md ├── source_code ├── AAS_template.json ├── README.md ├── Readme.md ├── aas_files │ └── example_aas_file_t5_Mixtral_8x7B_Instruct_20240124_193350_7fb1.json ├── agents.py ├── all-distilroberta-v1 │ └── folder_empty_readme.txt ├── app.py ├── data_features_indentified.json ├── data_features_with_similar_annotation.json ├── eval_results_processing.py ├── eval_samples │ ├── t10_Llama_2_70B_HF.json │ ├── t10_Llama_2_70B_HF_rag.json │ ├── t10_Mixtral_8x7B_Instruct.json │ ├── t10_Mixtral_8x7B_Instruct_rag.json │ ├── t10_WizardLM_70B.json │ ├── t10_WizardLM_70B_rag.json │ ├── t10_gpt-3.5-turbo-instruct.json │ ├── t10_gpt-3.5-turbo-instruct_rag.json │ ├── t11_Llama_2_70B_HF.json │ ├── t11_Llama_2_70B_HF_rag.json │ ├── t11_Mixtral_8x7B_Instruct.json │ ├── t11_Mixtral_8x7B_Instruct_rag.json │ ├── t11_WizardLM_70B.json │ ├── t11_WizardLM_70B_rag.json │ ├── t11_gpt-3.5-turbo-instruct.json │ ├── t11_gpt-3.5-turbo-instruct_rag.json │ ├── t12_Llama_2_70B_HF.json │ ├── t12_Llama_2_70B_HF_rag.json │ ├── t12_Mixtral_8x7B_Instruct.json │ ├── t12_Mixtral_8x7B_Instruct_rag.json │ ├── t12_WizardLM_70B.json │ ├── t12_WizardLM_70B_rag.json │ ├── t12_gpt-3.5-turbo-instruct.json │ ├── t12_gpt-3.5-turbo-instruct_rag.json │ ├── t13_Llama_2_70B_HF.json │ ├── t13_Llama_2_70B_HF_rag.json │ ├── t13_Mixtral_8x7B_Instruct.json │ ├── t13_Mixtral_8x7B_Instruct_rag.json │ ├── t13_WizardLM_70B.json │ ├── t13_WizardLM_70B_rag.json │ ├── t13_gpt-3.5-turbo-instruct.json │ ├── t13_gpt-3.5-turbo-instruct_rag.json │ ├── t14_Llama_2_70B_HF.json │ ├── t14_Llama_2_70B_HF_rag.json │ ├── t14_Mixtral_8x7B_Instruct.json │ ├── t14_Mixtral_8x7B_Instruct_rag.json │ ├── t14_WizardLM_70B.json │ ├── t14_WizardLM_70B_rag.json │ ├── t14_gpt-3.5-turbo-instruct.json │ ├── t14_gpt-3.5-turbo-instruct_rag.json │ ├── t15_Llama_2_70B_HF.json │ ├── t15_Llama_2_70B_HF_rag.json │ ├── t15_Mixtral_8x7B_Instruct.json │ ├── t15_Mixtral_8x7B_Instruct_rag.json │ ├── t15_WizardLM_70B.json │ ├── t15_WizardLM_70B_rag.json │ ├── t15_gpt-3.5-turbo-instruct.json │ ├── t15_gpt-3.5-turbo-instruct_rag.json │ ├── t16_Llama_2_70B_HF.json │ ├── t16_Llama_2_70B_HF_rag.json │ ├── t16_Mixtral_8x7B_Instruct.json │ ├── t16_Mixtral_8x7B_Instruct_rag.json │ ├── t16_WizardLM_70B.json │ ├── t16_WizardLM_70B_rag.json │ ├── t16_gpt-3.5-turbo-instruct.json │ ├── t16_gpt-3.5-turbo-instruct_rag.json │ ├── t17_Llama_2_70B_HF.json │ ├── t17_Llama_2_70B_HF_rag.json │ ├── t17_Mixtral_8x7B_Instruct.json │ ├── t17_Mixtral_8x7B_Instruct_rag.json │ ├── t17_WizardLM_70B.json │ ├── t17_WizardLM_70B_rag.json │ ├── t17_gpt-3.5-turbo-instruct.json │ ├── t17_gpt-3.5-turbo-instruct_rag.json │ ├── t18_Llama_2_70B_HF.json │ ├── t18_Llama_2_70B_HF_rag.json │ ├── t18_Mixtral_8x7B_Instruct.json │ ├── t18_Mixtral_8x7B_Instruct_rag.json │ ├── t18_WizardLM_70B.json │ ├── t18_WizardLM_70B_rag.json │ ├── t18_gpt-3.5-turbo-instruct.json │ ├── t18_gpt-3.5-turbo-instruct_rag.json │ ├── t19_Llama_2_70B_HF.json │ ├── t19_Llama_2_70B_HF_rag.json │ ├── t19_Mixtral_8x7B_Instruct.json │ ├── t19_Mixtral_8x7B_Instruct_rag.json │ ├── t19_WizardLM_70B.json │ ├── t19_WizardLM_70B_rag.json │ ├── t19_gpt-3.5-turbo-instruct.json │ ├── t19_gpt-3.5-turbo-instruct_rag.json │ ├── t1_Llama_2_70B_HF.json │ ├── t1_Llama_2_70B_HF_rag.json │ ├── t1_Mixtral_8x7B_Instruct.json │ ├── t1_Mixtral_8x7B_Instruct_rag.json │ ├── t1_WizardLM_70B.json │ ├── t1_WizardLM_70B_rag.json │ ├── t1_gpt-3.5-turbo-instruct.json │ ├── t1_gpt-3.5-turbo-instruct_rag.json │ ├── t20_Llama_2_70B_HF.json │ ├── t20_Llama_2_70B_HF_rag.json │ ├── t20_Mixtral_8x7B_Instruct.json │ ├── t20_Mixtral_8x7B_Instruct_rag.json │ ├── t20_WizardLM_70B.json │ ├── t20_WizardLM_70B_rag.json │ ├── t20_gpt-3.5-turbo-instruct.json │ ├── t20_gpt-3.5-turbo-instruct_rag.json │ ├── t2_Llama_2_70B_HF.json │ ├── t2_Llama_2_70B_HF_rag.json │ ├── t2_Mixtral_8x7B_Instruct.json │ ├── t2_Mixtral_8x7B_Instruct_rag.json │ ├── t2_WizardLM_70B.json │ ├── t2_WizardLM_70B_rag.json │ ├── t2_gpt-3.5-turbo-instruct.json │ ├── t2_gpt-3.5-turbo-instruct_rag.json │ ├── t3_Llama_2_70B_HF.json │ ├── t3_Llama_2_70B_HF_rag.json │ ├── t3_Mixtral_8x7B_Instruct.json │ ├── t3_Mixtral_8x7B_Instruct_rag.json │ ├── t3_WizardLM_70B.json │ ├── t3_WizardLM_70B_rag.json │ ├── t3_gpt-3.5-turbo-instruct.json │ ├── t3_gpt-3.5-turbo-instruct_rag.json │ ├── t4_Llama_2_70B_HF.json │ ├── t4_Llama_2_70B_HF_rag.json │ ├── t4_Mixtral_8x7B_Instruct.json │ ├── t4_Mixtral_8x7B_Instruct_rag.json │ ├── t4_WizardLM_70B.json │ ├── t4_WizardLM_70B_rag.json │ ├── t4_gpt-3.5-turbo-instruct.json │ ├── t4_gpt-3.5-turbo-instruct_rag.json │ ├── t5_Llama_2_70B_HF.json │ ├── t5_Llama_2_70B_HF_rag.json │ ├── t5_Mixtral_8x7B_Instruct.json │ ├── t5_Mixtral_8x7B_Instruct_rag.json │ ├── t5_WizardLM_70B.json │ ├── t5_WizardLM_70B_rag.json │ ├── t5_gpt-3.5-turbo-instruct.json │ ├── t5_gpt-3.5-turbo-instruct_rag.json │ ├── t6_Llama_2_70B_HF.json │ ├── t6_Llama_2_70B_HF_rag.json │ ├── t6_Mixtral_8x7B_Instruct.json │ ├── t6_Mixtral_8x7B_Instruct_rag.json │ ├── t6_WizardLM_70B.json │ ├── t6_WizardLM_70B_rag.json │ ├── t6_gpt-3.5-turbo-instruct.json │ ├── t6_gpt-3.5-turbo-instruct_rag.json │ ├── t7_Llama_2_70B_HF.json │ ├── t7_Llama_2_70B_HF_rag.json │ ├── t7_Mixtral_8x7B_Instruct.json │ ├── t7_Mixtral_8x7B_Instruct_rag.json │ ├── t7_WizardLM_70B.json │ ├── t7_WizardLM_70B_rag.json │ ├── t7_gpt-3.5-turbo-instruct.json │ ├── t7_gpt-3.5-turbo-instruct_rag.json │ ├── t8_Llama_2_70B_HF.json │ ├── t8_Llama_2_70B_HF_rag.json │ ├── t8_Mixtral_8x7B_Instruct.json │ ├── t8_Mixtral_8x7B_Instruct_rag.json │ ├── t8_WizardLM_70B.json │ ├── t8_WizardLM_70B_rag.json │ ├── t8_gpt-3.5-turbo-instruct.json │ ├── t8_gpt-3.5-turbo-instruct_rag.json │ ├── t9_Llama_2_70B_HF.json │ ├── t9_Llama_2_70B_HF_rag.json │ ├── t9_Mixtral_8x7B_Instruct.json │ ├── t9_Mixtral_8x7B_Instruct_rag.json │ ├── t9_WizardLM_70B.json │ ├── t9_WizardLM_70B_rag.json │ ├── t9_gpt-3.5-turbo-instruct.json │ └── t9_gpt-3.5-turbo-instruct_rag.json ├── evaluated_annotations.json ├── generated_AAS.json ├── llm.py ├── pdfs │ └── folder_empty_readme.txt ├── requirements.txt ├── semantic_node.png ├── semantic_nodes_indentified.json ├── sent_data.json ├── sent_data │ ├── folder_empty_readme.txt │ └── t1_gpt-3.5-turbo-instruct_20240619_105449_196b.json ├── static │ ├── images │ │ ├── AASbyLLM_system_components_diagram.png │ │ ├── aasx_display.png │ │ ├── open_in_app_aasx.png │ │ ├── open_with_right_click_aasx.png │ │ └── semantic_node.png │ └── new_file.txt ├── status_logger.py ├── synthesized_property_list.json └── templates │ ├── AASbyLLM_system_components_diagram.png │ ├── eval.html │ └── index.html └── synthesis_agent_prompt.txt /AAS_Samples/AAS_Sample_1.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /AAS_Samples/README.md: -------------------------------------------------------------------------------- 1 | (under construction) 2 | -------------------------------------------------------------------------------- /AAS_Samples/aas_file_t10_Llama_2_70B_HF_20240124_194258_438a.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YuchenXia/AASbyLLM/HEAD/AAS_Samples/aas_file_t10_Llama_2_70B_HF_20240124_194258_438a.json -------------------------------------------------------------------------------- /AAS_Samples/aas_file_t10_Llama_2_70B_HF_rag_20240124_200941_56ae.json: -------------------------------------------------------------------------------- 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