Update app.py

app.py

@@ -17,7 +17,7 @@ import sys
 # PART 1: TINY DATA + PLOTS
 # --------------------------------------------------------------------
 
-# This dataframe is your “tiny” version of model performance data.
+# This dataframe is your ΓÇ£tinyΓÇ¥ version of model performance data.
 # Used for plotting & demonstration in the Gradio app.
 data_full = [
     ['CultriX/Qwen2.5-14B-SLERPv7', 'https://huggingface.co/CultriX/Qwen2.5-14B-SLERPv7', 0.7205, 0.8272, 0.7541, 0.6581, 0.5, 0.729],
@@ -219,7 +219,7 @@ def plot_heatmap():
 
 def scrape_mergekit_config(model_name):
     """
-    For the *tiny* table’s model links. 
+    For the *tiny* tableΓÇÖs model links. 
     Scrapes <pre> tags on the huggingface model page to find a YAML config.
     """
     df_row = df_full.loc[df_full["Model Configuration"] == model_name]
@@ -315,7 +315,7 @@ def download_all_data():
     return zip_buffer, "analysis_data.zip"
 
 # --------------------------------------------------------------------
-# PART 2: THE "DATA START" SNIPPET (RANKS 44–105) + Parser
+# PART 2: THE "DATA START" SNIPPET (RANKS 44ΓÇô105) + Parser
 # --------------------------------------------------------------------
 # This is your larger dataset, rank = 44..105
 benchmark_data = [
@@ -336,7 +336,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/wanlige/li-14b-v0.4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 2,
@@ -354,7 +354,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/suayptalha/Lamarckvergence-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 3,
@@ -372,7 +372,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/wanlige/li-14b-v0.4-slerp0.1",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 4,
@@ -390,7 +390,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-0218",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 5,
@@ -408,7 +408,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno/tempesthenno-ppo-ckpt40",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 6,
@@ -426,7 +426,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/tanliboy/lambda-qwen2.5-14b-dpo-test",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 7,
@@ -444,7 +444,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno/tempesthenno-nuslerp-001",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 8,
@@ -462,7 +462,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/YOYO-AI/Qwen2.5-14B-1M-YOYO-V3",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 9,
@@ -480,7 +480,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Goekdeniz-Guelmez/Josiefied-Qwen2.5-14B-Instruct-abliterated-v4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 10,
@@ -498,7 +498,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/djuna/Q2.5-Veltha-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 11,
@@ -516,7 +516,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/arcee-ai/Virtuoso-Small-v2",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 12,
@@ -534,7 +534,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/YOYO-AI/Qwen2.5-14B-YOYO-V4-p1",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 13,
@@ -552,7 +552,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/jpacifico/Chocolatine-14B-Instruct-DPO-v1.3",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 14,
@@ -570,7 +570,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-1028",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 15,
@@ -588,7 +588,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-1225",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 16,
@@ -606,7 +606,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/prithivMLmods/Sombrero-Opus-14B-Elite5",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 17,
@@ -624,7 +624,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/Lunzima/NQLSG-Qwen2.5-14B-MegaFusion-v8",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 18,
@@ -642,7 +642,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/prithivMLmods/Equuleus-Opus-14B-Exp",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 19,
@@ -660,7 +660,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/rombodawg/Rombos-LLM-V2.6-Qwen-14b",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 20,
@@ -678,7 +678,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/nbeerbower/EVA-abliterated-TIES-Qwen2.5-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 21,
@@ -696,7 +696,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/LamarckInfusion-14B-v1",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 22,
@@ -714,7 +714,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-v2-tensopolis-v1",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 23,
@@ -732,7 +732,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Fugazi14b",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 24,
@@ -750,7 +750,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/1024m/QWEN-14B-B100",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 25,
@@ -768,7 +768,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/Sakalti/Saka-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 26,
@@ -786,7 +786,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/prithivMLmods/Sombrero-Opus-14B-Elite6",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 27,
@@ -804,7 +804,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/YOYO-AI/Qwen2.5-14B-YOYO-latest-V2",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 28,
@@ -822,7 +822,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Tsunami-th/Tsunami-1.0-14B-Instruct",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 29,
@@ -840,7 +840,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sthenno/tempesthenno-kto-0205-ckpt80",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 30,
@@ -858,7 +858,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.7-rc4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 31,
@@ -876,7 +876,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/prithivMLmods/Porpoise-Opus-14B-Exp",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 32,
@@ -894,7 +894,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/CombinHorizon/Josiefied-abliteratedV4-Qwen2.5-14B-Inst-BaseMerge-TIES",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 33,
@@ -912,7 +912,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/suayptalha/Lamarckvergence-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 34,
@@ -930,7 +930,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno/tempesthenno-ppo-ckpt40",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 35,
@@ -948,7 +948,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/tanliboy/lambda-qwen2.5-14b-dpo-test",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 36,
@@ -966,7 +966,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno/tempesthenno-nuslerp-001",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 37,
@@ -984,7 +984,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Goekdeniz-Guelmez/Josiefied-Qwen2.5-14B-Instruct-abliterated-v4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 38,
@@ -1002,7 +1002,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/djuna/Q2.5-Veltha-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 39,
@@ -1020,7 +1020,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/arcee-ai/Virtuoso-Small-v2",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 40,
@@ -1038,7 +1038,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/jpacifico/Chocolatine-14B-Instruct-DPO-v1.3",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 41,
@@ -1056,7 +1056,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-1028",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 42,
@@ -1074,7 +1074,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-1225",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 43,
@@ -1092,7 +1092,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-v2-tensopolis-v1",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 44,
@@ -1110,7 +1110,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/rombodawg/Rombos-LLM-V2.6-Qwen-14b",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 45,
@@ -1128,7 +1128,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/1024m/QWEN-14B-B100",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 46,
@@ -1146,7 +1146,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/Sakalti/Saka-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 47,
@@ -1164,7 +1164,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Tsunami-th/Tsunami-1.0-14B-Instruct",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 48,
@@ -1182,7 +1182,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sthenno/tempesthenno-kto-0205-ckpt80",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 49,
@@ -1200,7 +1200,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.7-rc4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 50,
@@ -1218,7 +1218,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/CombinHorizon/Josiefied-abliteratedV4-Qwen2.5-14B-Inst-BaseMerge-TIES",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 51,
@@ -1236,7 +1236,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/suayptalha/Luminis-phi-4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 52,
@@ -1254,7 +1254,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/huihui-ai/Qwen2.5-14B-Instruct-abliterated-v2",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 53,
@@ -1272,7 +1272,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/djuna/Q2.5-Veltha-14B-0.5",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 54,
@@ -1290,7 +1290,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Qwen/Qwen2.5-14B-Instruct-1M",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 55,
@@ -1308,7 +1308,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/notbdq/Qwen2.5-14B-Instruct-1M-GRPO-Reasoning",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 56,
@@ -1326,7 +1326,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-v11",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 57,
@@ -1344,7 +1344,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-v10",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 58,
@@ -1362,7 +1362,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/CombinHorizon/huihui-ai-abliteratedV2-Qwen2.5-14B-Inst-BaseMerge-TIES",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 59,
@@ -1380,7 +1380,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/RDson/WomboCombo-R1-Coder-14B-Preview",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 60,
@@ -1398,7 +1398,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/jpacifico/Chocolatine-2-14B-Instruct-v2.0b3",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 61,
@@ -1416,7 +1416,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Nova-14b-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 62,
@@ -1434,7 +1434,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/v000000/Qwen2.5-14B-Gutenberg-Instruct-Slerpeno",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 63,
@@ -1452,7 +1452,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/NovaScotia-14b-stock",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 64,
@@ -1470,7 +1470,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/ODB-14b-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 65,
@@ -1488,7 +1488,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/LightningRodLabs/Flashlight-v1.1",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 66,
@@ -1506,7 +1506,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Mithril-14B-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 67,
@@ -1524,7 +1524,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/Sakalti/ultiima-14B-v0.2",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 68,
@@ -1542,7 +1542,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/bunnycore/Phi-4-ReasoningRP",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 69,
@@ -1560,7 +1560,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/dwikitheduck/gen-inst-1",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 70,
@@ -1578,7 +1578,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/v000000/Qwen2.5-14B-Gutenberg-1e-Delta",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 60,
@@ -1596,7 +1596,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/hotmailuser/QwenSlerp2-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 71,
@@ -1614,7 +1614,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Loke-14B-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 72,
@@ -1632,7 +1632,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/mosaic-14b-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 73,
@@ -1650,7 +1650,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/bunnycore/Phi-4-Model-Stock",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 74,
@@ -1668,7 +1668,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/unsloth/phi-4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 75,
@@ -1686,7 +1686,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/pankajmathur/orca_mini_phi-4",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 76,
@@ -1704,7 +1704,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/pankajmathur/orca_mini_v9_2_14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 77,
@@ -1722,7 +1722,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.6-model_stock",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 78,
@@ -1740,7 +1740,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-v0.6-004-model_stock",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 79,
@@ -1758,7 +1758,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Oasis-14B-ties",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 80,
@@ -1776,7 +1776,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/LightningRodLabs/Flashlight-v1.0",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 81,
@@ -1794,7 +1794,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/arcee-ai/Virtuoso-Small",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 82,
@@ -1812,7 +1812,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/GuiltySpark-14B-ties",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 83,
@@ -1830,7 +1830,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/ozone-ai/0x-lite",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 84,
@@ -1848,7 +1848,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Casa-14b-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 85,
@@ -1866,7 +1866,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/Sakalti/ultiima-14B-v0.3",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 86,
@@ -1884,7 +1884,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/ehristoforu/fp4-14b-v1-fix",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 87,
@@ -1902,7 +1902,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/FINGU-AI/Chocolatine-Fusion-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 88,
@@ -1920,7 +1920,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/hotmailuser/QwenSlerp-14B",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 89,
@@ -1938,7 +1938,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/Triangle104/Robo-Gutenberg_V1.0",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 90,
@@ -1956,7 +1956,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Adamant-14B-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 91,
@@ -1974,7 +1974,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Phi4Basis-14B-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 92,
@@ -1992,7 +1992,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/bloom-14b-stock",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 93,
@@ -2010,7 +2010,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Qwen2.5-14B-Vimarckoso-v3-Prose01",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 94,
@@ -2028,7 +2028,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/Quazim0t0/Halo-14B-sce",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 95,
@@ -2046,7 +2046,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/prithivMLmods/Calcium-Opus-14B-Elite2",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 96,
@@ -2064,7 +2064,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/SicariusSicariiStuff/Impish_QWEN_14B-1M",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 97,
@@ -2082,7 +2082,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/bunnycore/Phi-4-Stock-Ex",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 98,
@@ -2100,7 +2100,7 @@ benchmark_data = [
       "Chat_Template": "No"
     },
     "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-qv256",
-    "known_config": null
+    "known_config": "null"
   },
   {
     "rank": 99,
@@ -2118,7 +2118,7 @@ benchmark_data = [
       "Chat_Template": "Yes"
     },
     "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-tensopolis-v2",
-    "known_config": null
+    "known_config": "null"
   }
 ]
 ]
@@ -2251,7 +2251,7 @@ def run_non_tiny_benchmarks():
 with gr.Blocks() as demo:
     gr.Markdown("# Comprehensive Model Performance Analysis with Hugging Face Links")
 
-    # The existing UI for the “tiny” data
+    # The existing UI for the ΓÇ£tinyΓÇ¥ data
     with gr.Row():
         btn1 = gr.Button("Show Average Performance")
         img1 = gr.Image(type="pil", label="Average Performance Plot")
@@ -2303,7 +2303,7 @@ with gr.Blocks() as demo:
         live_scrape_btn.click(display_scraped_model_data, inputs=url_input, outputs=live_scrape_output)
 
     # Non-Tiny Benchmarks
-    gr.Markdown("## Non-Tiny Benchmark Parser (Ranks 44–105)")
+    gr.Markdown("## Non-Tiny Benchmark Parser (Ranks 44ΓÇô105)")
     with gr.Row():
         parse_non_tiny_btn = gr.Button("Parse Non-Tiny Benchmarks")
         parse_non_tiny_output = gr.Textbox(label="Non-Tiny Benchmark Output", lines=30)