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latentmas_empirical_summary_Qwen_Qwen3-4B_gsm8k_n40.json

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+{
+  "official_repo": "https://github.com/Gen-Verse/LatentMAS.git",
+  "official_commit": "9a9e4d331eb11430bd9e64754c6b252b06d73031",
+  "model": "Qwen/Qwen3-4B",
+  "max_samples_per_task": 40,
+  "max_new_tokens": 512,
+  "latent_steps": 8,
+  "generate_bs": 8,
+  "tasks": {
+    "gsm8k": {
+      "baseline": {
+        "n": 40,
+        "correct": 17,
+        "accuracy": 0.425,
+        "output_tokens_per_sample": 443.025,
+        "wall_time_sec": 144.05286717414856,
+        "sec_per_sample": 3.601321679353714,
+        "sample_predictions": [
+          {
+            "question": "Janet\u2019s ducks lay 16 eggs per day. She eats three for breakfast every morning and bakes muffins for her friends every day with four. She sells the remainder at ",
+            "gold": "18",
+            "prediction": "18",
+            "correct": true
+          },
+          {
+            "question": "A robe takes 2 bolts of blue fiber and half that much white fiber.  How many bolts in total does it take?",
+            "gold": "3",
+            "prediction": "3",
+            "correct": true
+          },
+          {
+            "question": "Josh decides to try flipping a house.  He buys a house for $80,000 and then puts in $50,000 in repairs.  This increased the value of the house by 150%.  How muc",
+            "gold": "70000",
+            "prediction": "8",
+            "correct": false
+          }
+        ]
+      },
+      "text_mas": {
+        "n": 40,
+        "correct": 34,
+        "accuracy": 0.85,
+        "output_tokens_per_sample": 1190.45,
+        "wall_time_sec": 583.1078214645386,
+        "sec_per_sample": 14.577695536613465,
+        "sample_predictions": [
+          {
+            "question": "Janet\u2019s ducks lay 16 eggs per day. She eats three for breakfast every morning and bakes muffins for her friends every day with four. She sells the remainder at ",
+            "gold": "18",
+            "prediction": "18",
+            "correct": true
+          },
+          {
+            "question": "A robe takes 2 bolts of blue fiber and half that much white fiber.  How many bolts in total does it take?",
+            "gold": "3",
+            "prediction": "3",
+            "correct": true
+          },
+          {
+            "question": "Josh decides to try flipping a house.  He buys a house for $80,000 and then puts in $50,000 in repairs.  This increased the value of the house by 150%.  How muc",
+            "gold": "70000",
+            "prediction": "2",
+            "correct": false
+          }
+        ]
+      },
+      "latent_mas": {
+        "n": 40,
+        "correct": 23,
+        "accuracy": 0.575,
+        "output_tokens_per_sample": 367.5,
+        "wall_time_sec": 145.33210492134094,
+        "sec_per_sample": 3.6333026230335235,
+        "sample_predictions": [
+          {
+            "question": "Janet\u2019s ducks lay 16 eggs per day. She eats three for breakfast every morning and bakes muffins for her friends every day with four. She sells the remainder at ",
+            "gold": "18",
+            "prediction": "18",
+            "correct": true
+          },
+          {
+            "question": "A robe takes 2 bolts of blue fiber and half that much white fiber.  How many bolts in total does it take?",
+            "gold": "3",
+            "prediction": "3",
+            "correct": true
+          },
+          {
+            "question": "Josh decides to try flipping a house.  He buys a house for $80,000 and then puts in $50,000 in repairs.  This increased the value of the house by 150%.  How muc",
+            "gold": "70000",
+            "prediction": "000",
+            "correct": false
+          }
+        ]
+      },
+      "latent_vs_text": {
+        "token_reduction_pct": 69.1293208450586,
+        "speedup_x": 4.012243693711984,
+        "accuracy_delta_pp": -27.500000000000004
+      },
+      "latent_vs_single": {
+        "accuracy_delta_pp": 14.999999999999996
+      }
+    }
+  },
+  "alignment_audit": {
+    "model": "Qwen/Qwen3-4B",
+    "tie_word_embeddings": true,
+    "hidden_size": 2560,
+    "input_output_weight_max_abs_diff": 0.0,
+    "wa_fro": 50.59644317626953,
+    "identity_fro": 50.59644317626953,
+    "relative_fro_error_to_identity": 1.5436481817232561e-06,
+    "off_diagonal_mass_fraction": 1.5205861245704e-06
+  }
+}