docs: update embedding benchmarks (3.11.1) (#1258)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: carlos-alm <127798846+carlos-alm@users.noreply.github.com>

Author: github-actions[bot]

generated/benchmarks/EMBEDDING-BENCHMARKS.md

@@ -6,6 +6,14 @@ Hit@N = expected symbol found in top N results.
 
 | Version | Model | Symbols | Hit@1 | Hit@3 | Hit@5 | Misses | Embed Time |
 |---------|-------|--------:|------:|------:|------:|-------:|-----------:|
+| 3.11.1 | minilm | 1500 | 65.4% ~ | 85.7% ↓0.6pp | 91.1% ↓0.7pp | 72 | 149.6s |
+| 3.11.1 | jina-small | 1500 | 76.2% ↓0.9pp | 92.3% ~ | 94.9% ↓0.9pp | 35 | 296.2s |
+| 3.11.1 | jina-base | 1500 | 70.5% ↓0.9pp | 89.9% ↓1.5pp | 93.3% ↓2.1pp | 49 | 1525.9s |
+| 3.11.1 | jina-code | 1500 | 66.6% | 85.7% | 90.8% | 68 | 1310.7s |
+| 3.11.1 | nomic | 1500 | 79.0% ↓2.3pp | 95.0% ~ | 97.2% ~ | 15 | 1536.3s |
+| 3.11.1 | nomic-v1.5 | 1500 | 76.9% ↓2.5pp | 93.1% ↓0.9pp | 95.9% ↓0.8pp | 21 | 1522.4s |
+| 3.11.1 | mxbai-xsmall | 1500 | 49.9% | 70.7% | 76.9% | 242 | 213.9s |
+| 3.11.1 | modernbert | 1500 | 74.0% | 91.6% | 94.7% | 40 | 1415.6s |
 | 3.10.0 | minilm | 1500 | 65.9% ↓1.5pp | 86.3% ↓0.9pp | 91.8% ↓0.6pp | 58 | 128.0s |
 | 3.10.0 | jina-small | 1500 | 77.1% ↑1.3pp | 92.8% ↓0.8pp | 95.8% ↓0.7pp | 29 | 262.7s |
 | 3.10.0 | jina-base | 1500 | 71.4% ↓0.7pp | 91.3% ↑1.0pp | 95.4% ~ | 35 | 1346.3s |
@@ -19,18 +27,125 @@ Hit@N = expected symbol found in top N results.
 
 ### Latest results
 
-**Version:** 3.10.0 | **Strategy:** structured | **Symbols:** 1500 | **Date:** 2026-05-11
+**Version:** 3.11.1 | **Strategy:** structured | **Symbols:** 1500 | **Date:** 2026-05-31
 
 | Model | Dim | Context | Hit@1 | Hit@3 | Hit@5 | Hit@10 | Misses | Embed | Search |
 |-------|----:|--------:|------:|------:|------:|-------:|-------:|------:|-------:|
-| minilm | 384 | 256 | 65.9% | 86.3% | 91.8% | 96.1% | 58 | 128.0s | 133.9s |
-| jina-small | 512 | 8192 | 77.1% | 92.8% | 95.8% | 98.1% | 29 | 262.7s | 161.9s |
-| jina-base | 768 | 8192 | 71.4% | 91.3% | 95.4% | 97.7% | 35 | 1346.3s | 209.5s |
-| nomic | 768 | 8192 | 81.3% | 94.7% | 97.5% | 98.8% | 18 | 1340.3s | 210.5s |
-| nomic-v1.5 | 768 | 8192 | 79.3% | 94.0% | 96.7% | 98.4% | 24 | 1335.2s | 208.1s |
+| minilm | 384 | 256 | 65.4% | 85.7% | 91.1% | 95.2% | 72 | 149.6s | 153.1s |
+| jina-small | 512 | 8192 | 76.2% | 92.3% | 94.9% | 97.7% | 35 | 296.2s | 180.7s |
+| jina-base | 768 | 8192 | 70.5% | 89.9% | 93.3% | 96.7% | 49 | 1525.9s | 232.8s |
+| jina-code | 768 | 8192 | 66.6% | 85.7% | 90.8% | 95.5% | 68 | 1310.7s | 231.2s |
+| nomic | 768 | 8192 | 79.0% | 95.0% | 97.2% | 99.0% | 15 | 1536.3s | 231.7s |
+| nomic-v1.5 | 768 | 8192 | 76.9% | 93.1% | 95.9% | 98.6% | 21 | 1522.4s | 230.0s |
+| mxbai-xsmall | 384 | 4096 | 49.9% | 70.7% | 76.9% | 83.9% | 242 | 213.9s | 153.1s |
+| modernbert | 768 | 8192 | 74.0% | 91.6% | 94.7% | 97.3% | 40 | 1415.6s | 231.2s |
 
 <!-- EMBEDDING_BENCHMARK_DATA
 [
+  {
+    "version": "3.11.1",
+    "date": "2026-05-31",
+    "strategy": "structured",
+    "symbols": 1500,
+    "models": {
+      "minilm": {
+        "dim": 384,
+        "contextWindow": 256,
+        "hits1": 981,
+        "hits3": 1285,
+        "hits5": 1367,
+        "hits10": 1428,
+        "misses": 72,
+        "total": 1500,
+        "embedTimeMs": 149582,
+        "searchTimeMs": 153149
+      },
+      "jina-small": {
+        "dim": 512,
+        "contextWindow": 8192,
+        "hits1": 1143,
+        "hits3": 1385,
+        "hits5": 1424,
+        "hits10": 1465,
+        "misses": 35,
+        "total": 1500,
+        "embedTimeMs": 296235,
+        "searchTimeMs": 180693
+      },
+      "jina-base": {
+        "dim": 768,
+        "contextWindow": 8192,
+        "hits1": 1057,
+        "hits3": 1348,
+        "hits5": 1399,
+        "hits10": 1451,
+        "misses": 49,
+        "total": 1500,
+        "embedTimeMs": 1525891,
+        "searchTimeMs": 232757
+      },
+      "jina-code": {
+        "dim": 768,
+        "contextWindow": 8192,
+        "hits1": 999,
+        "hits3": 1285,
+        "hits5": 1362,
+        "hits10": 1432,
+        "misses": 68,
+        "total": 1500,
+        "embedTimeMs": 1310746,
+        "searchTimeMs": 231202
+      },
+      "nomic": {
+        "dim": 768,
+        "contextWindow": 8192,
+        "hits1": 1185,
+        "hits3": 1425,
+        "hits5": 1458,
+        "hits10": 1485,
+        "misses": 15,
+        "total": 1500,
+        "embedTimeMs": 1536284,
+        "searchTimeMs": 231696
+      },
+      "nomic-v1.5": {
+        "dim": 768,
+        "contextWindow": 8192,
+        "hits1": 1153,
+        "hits3": 1397,
+        "hits5": 1439,
+        "hits10": 1479,
+        "misses": 21,
+        "total": 1500,
+        "embedTimeMs": 1522404,
+        "searchTimeMs": 229968
+      },
+      "mxbai-xsmall": {
+        "dim": 384,
+        "contextWindow": 4096,
+        "hits1": 748,
+        "hits3": 1061,
+        "hits5": 1154,
+        "hits10": 1258,
+        "misses": 242,
+        "total": 1500,
+        "embedTimeMs": 213870,
+        "searchTimeMs": 153090
+      },
+      "modernbert": {
+        "dim": 768,
+        "contextWindow": 8192,
+        "hits1": 1110,
+        "hits3": 1374,
+        "hits5": 1421,
+        "hits10": 1460,
+        "misses": 40,
+        "total": 1500,
+        "embedTimeMs": 1415646,
+        "searchTimeMs": 231199
+      }
+    }
+  },
   {
     "version": "3.10.0",
     "date": "2026-05-11",