@@ -38,32 +38,33 @@ Unlike prior SQL-only or single-database benchmarks, DAB stresses agents under *
3838| <sub >3</sub > | <sub >Sarvam Code v0.36 (GLM-5.2)</sub > | <sub >✓</sub > | <sub >0.8208</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-28</sub > | <sub >[ #75 ] ( https://github.com/ucbepic/DataAgentBench/pull/75 ) </sub > |
3939| <sub >4</sub > | <sub >SCRIBE (Actioneer) (Claude-Opus-4.7)</sub > | <sub >✓</sub > | <sub >0.8185</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-26</sub > | <sub >[ #67 ] ( https://github.com/ucbepic/DataAgentBench/pull/67 ) </sub > |
4040| <sub >5</sub > | <sub >Alkera (Claude-Opus-4.8)</sub > | <sub >✓</sub > | <sub >0.8044</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-15</sub > | <sub >[ #69 ] ( https://github.com/ucbepic/DataAgentBench/pull/69 ) </sub > |
41- | <sub >6</sub > | <sub >Sarvam Code v0.35 (GLM-5.2)</sub > | <sub >✓</sub > | <sub >0.7812</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-27</sub > | <sub >[ #74 ] ( https://github.com/ucbepic/DataAgentBench/pull/74 ) </sub > |
42- | <sub >7</sub > | <sub >Spacedock (Recce) (GPT-5.5)</sub > | <sub ></sub > | <sub >0.7433</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-23</sub > | <sub >[ #63 ] ( https://github.com/ucbepic/DataAgentBench/pull/63 ) </sub > |
43- | <sub >8</sub > | <sub >LabRat (GPT-5.6-Luna-Max + Cartographer)</sub > | <sub ></sub > | <sub >0.7418</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-16</sub > | <sub >[ #72 ] ( https://github.com/ucbepic/DataAgentBench/pull/72 ) </sub > |
44- | <sub >9</sub > | <sub >Altimate Code (GPT-5.5 + Claude Sonnet 4.6)</sub > | <sub ></sub > | <sub >0.7171</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-01</sub > | <sub >[ #53 ] ( https://github.com/ucbepic/DataAgentBench/pull/53 ) </sub > |
45- | <sub >10</sub > | <sub >AgenDA (Claude-Opus-4.8)</sub > | <sub ></sub > | <sub >0.6911</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-10</sub > | <sub >[ #68 ] ( https://github.com/ucbepic/DataAgentBench/pull/68 ) </sub > |
46- | <sub >11</sub > | <sub >Altimate Code (Claude-Sonnet-4.6)</sub > | <sub ></sub > | <sub >0.6822</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-05-10</sub > | <sub >[ #44 ] ( https://github.com/ucbepic/DataAgentBench/pull/44 ) </sub > |
47- | <sub >12</sub > | <sub >Spacedock (Recce) (Claude-Opus-4.8)</sub > | <sub ></sub > | <sub >0.6721</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-08</sub > | <sub >[ #55 ] ( https://github.com/ucbepic/DataAgentBench/pull/55 ) </sub > |
48- | <sub >13</sub > | <sub >fabric-rlm (GPT-5.6-Luna-Max) ⁵</sub > | <sub ></sub > | <sub >0.6623</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-31</sub > | <sub >[ #76 ] ( https://github.com/ucbepic/DataAgentBench/pull/76 ) </sub > |
49- | <sub >14</sub > | <sub >MinusX (Claude Sonnet 4.6 + GPT5.5-mini + Claude Haiku 4.5)</sub > | <sub ></sub > | <sub >0.6518</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-05-21</sub > | <sub >[ #50 ] ( https://github.com/ucbepic/DataAgentBench/pull/50 ) </sub > |
50- | <sub >15</sub > | <sub >DataBridge (GLM-5.2)</sub > | <sub >✓</sub > | <sub >0.6137</sub > | <sub >6</sub > | <sub >✓</sub > | <sub >2026-06-22</sub > | <sub >[ #61 ] ( https://github.com/ucbepic/DataAgentBench/pull/61 ) </sub > |
51- | <sub >16</sub > | <sub >Pi Coding Agent (Claude-Opus-4.6)</sub > | <sub ></sub > | <sub >0.6103</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-04-21</sub > | <sub >[ #31 ] ( https://github.com/ucbepic/DataAgentBench/pull/31 ) </sub > |
52- | <sub >17</sub > | <sub >LabRat (Claude-Sonnet-4.6 + Cartographer)</sub > | <sub ></sub > | <sub >0.6088</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-24</sub > | <sub >[ #65 ] ( https://github.com/ucbepic/DataAgentBench/pull/65 ) </sub > |
53- | <sub >18</sub > | <sub >PromptQL (Gemini-3.1-Pro)</sub > | <sub ></sub > | <sub >0.6000</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-03-18</sub > | <sub >[ #24 ] ( https://github.com/ucbepic/DataAgentBench/pull/24 ) </sub > |
54- | <sub >19</sub > | <sub >PromptQL (Claude-Opus-4.6)</sub > | <sub ></sub > | <sub >0.5933</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >[ #23 ] ( https://github.com/ucbepic/DataAgentBench/pull/23 ) </sub > |
55- | <sub >20</sub > | <sub >Spacedock (Recce) (Claude-Opus-4.6)</sub > | <sub ></sub > | <sub >0.5828</sub > | <sub >5</sub > | <sub ></sub > | <sub >2026-05-08</sub > | <sub >[ #47 ] ( https://github.com/ucbepic/DataAgentBench/pull/47 ) </sub > |
56- | <sub >21</sub > | <sub >Claude-Opus-4.6</sub > | <sub ></sub > | <sub >0.5468</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-03-18</sub > | <sub >[ #22 ] ( https://github.com/ucbepic/DataAgentBench/pull/22 ) </sub > |
57- | <sub >22</sub > | <sub >LabRat (Claude-Sonnet-4.6) ²</sub > | <sub ></sub > | <sub >0.5138</sub > | <sub >5</sub > | <sub ></sub > | <sub >2026-06-01</sub > | <sub >[ #54 ] ( https://github.com/ucbepic/DataAgentBench/pull/54 ) </sub > |
58- | <sub >23</sub > | <sub >Oracle Forge — Team PaLM (Gemini-3.1-Pro-Preview) ³</sub > | <sub ></sub > | <sub >0.4721</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-05-10</sub > | <sub >[ #37 ] ( https://github.com/ucbepic/DataAgentBench/pull/37 ) </sub > |
59- | <sub >24</sub > | <sub >nQuery (gpt-oss-safeguard-120b) NGENUX SOLUTIONS PVT LTD</sub > | <sub ></sub > | <sub >0.4547</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-02</sub > | <sub >[ #56 ] ( https://github.com/ucbepic/DataAgentBench/pull/56 ) </sub > |
60- | <sub >25</sub > | <sub >Gemini-3-Pro</sub > | <sub ></sub > | <sub >0.4546</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
61- | <sub >26</sub > | <sub >Oracle Forge — Tenacious Intelligence (Claude-Sonnet-4.6) ⁴</sub > | <sub ></sub > | <sub >0.4464</sub > | <sub >5–7</sub > | <sub ></sub > | <sub >2026-04-21</sub > | <sub >[ #32 ] ( https://github.com/ucbepic/DataAgentBench/pull/32 ) </sub > |
62- | <sub >27</sub > | <sub >GPT-5-mini</sub > | <sub ></sub > | <sub >0.3647</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
63- | <sub >28</sub > | <sub >GPT-5.2</sub > | <sub ></sub > | <sub >0.2991</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
64- | <sub >29</sub > | <sub >Kimi-K2</sub > | <sub ></sub > | <sub >0.2925</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
65- | <sub >30</sub > | <sub >Oracle Forge — Team Cohere (Gemini-2.0-Flash)</sub > | <sub ></sub > | <sub >0.1671</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-04-21</sub > | <sub >[ #38 ] ( https://github.com/ucbepic/DataAgentBench/pull/38 ) </sub > |
66- | <sub >31</sub > | <sub >Gemini-2.5-Flash</sub > | <sub ></sub > | <sub >0.1041</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
41+ | <sub >6</sub > | <sub >LabRat (Claude-Opus-5 + Cartographer) ⁶</sub > | <sub >✓</sub > | <sub >0.8018</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-08-03</sub > | <sub >[ #84 ] ( https://github.com/ucbepic/DataAgentBench/pull/84 ) </sub > |
42+ | <sub >7</sub > | <sub >Sarvam Code v0.35 (GLM-5.2)</sub > | <sub >✓</sub > | <sub >0.7812</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-27</sub > | <sub >[ #74 ] ( https://github.com/ucbepic/DataAgentBench/pull/74 ) </sub > |
43+ | <sub >8</sub > | <sub >Spacedock (Recce) (GPT-5.5)</sub > | <sub ></sub > | <sub >0.7433</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-23</sub > | <sub >[ #63 ] ( https://github.com/ucbepic/DataAgentBench/pull/63 ) </sub > |
44+ | <sub >9</sub > | <sub >LabRat (GPT-5.6-Luna-Max + Cartographer)</sub > | <sub ></sub > | <sub >0.7418</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-16</sub > | <sub >[ #72 ] ( https://github.com/ucbepic/DataAgentBench/pull/72 ) </sub > |
45+ | <sub >10</sub > | <sub >Altimate Code (GPT-5.5 + Claude Sonnet 4.6)</sub > | <sub ></sub > | <sub >0.7171</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-01</sub > | <sub >[ #53 ] ( https://github.com/ucbepic/DataAgentBench/pull/53 ) </sub > |
46+ | <sub >11</sub > | <sub >AgenDA (Claude-Opus-4.8)</sub > | <sub ></sub > | <sub >0.6911</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-10</sub > | <sub >[ #68 ] ( https://github.com/ucbepic/DataAgentBench/pull/68 ) </sub > |
47+ | <sub >12</sub > | <sub >Altimate Code (Claude-Sonnet-4.6)</sub > | <sub ></sub > | <sub >0.6822</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-05-10</sub > | <sub >[ #44 ] ( https://github.com/ucbepic/DataAgentBench/pull/44 ) </sub > |
48+ | <sub >13</sub > | <sub >Spacedock (Recce) (Claude-Opus-4.8)</sub > | <sub ></sub > | <sub >0.6721</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-08</sub > | <sub >[ #55 ] ( https://github.com/ucbepic/DataAgentBench/pull/55 ) </sub > |
49+ | <sub >14</sub > | <sub >fabric-rlm (GPT-5.6-Luna-Max) ⁵</sub > | <sub ></sub > | <sub >0.6623</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-31</sub > | <sub >[ #76 ] ( https://github.com/ucbepic/DataAgentBench/pull/76 ) </sub > |
50+ | <sub >15</sub > | <sub >MinusX (Claude Sonnet 4.6 + GPT5.5-mini + Claude Haiku 4.5)</sub > | <sub ></sub > | <sub >0.6518</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-05-21</sub > | <sub >[ #50 ] ( https://github.com/ucbepic/DataAgentBench/pull/50 ) </sub > |
51+ | <sub >16</sub > | <sub >DataBridge (GLM-5.2)</sub > | <sub >✓</sub > | <sub >0.6137</sub > | <sub >6</sub > | <sub >✓</sub > | <sub >2026-06-22</sub > | <sub >[ #61 ] ( https://github.com/ucbepic/DataAgentBench/pull/61 ) </sub > |
52+ | <sub >17</sub > | <sub >Pi Coding Agent (Claude-Opus-4.6)</sub > | <sub ></sub > | <sub >0.6103</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-04-21</sub > | <sub >[ #31 ] ( https://github.com/ucbepic/DataAgentBench/pull/31 ) </sub > |
53+ | <sub >18</sub > | <sub >LabRat (Claude-Sonnet-4.6 + Cartographer)</sub > | <sub ></sub > | <sub >0.6088</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-06-24</sub > | <sub >[ #65 ] ( https://github.com/ucbepic/DataAgentBench/pull/65 ) </sub > |
54+ | <sub >19</sub > | <sub >PromptQL (Gemini-3.1-Pro)</sub > | <sub ></sub > | <sub >0.6000</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-03-18</sub > | <sub >[ #24 ] ( https://github.com/ucbepic/DataAgentBench/pull/24 ) </sub > |
55+ | <sub >20</sub > | <sub >PromptQL (Claude-Opus-4.6)</sub > | <sub ></sub > | <sub >0.5933</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >[ #23 ] ( https://github.com/ucbepic/DataAgentBench/pull/23 ) </sub > |
56+ | <sub >21</sub > | <sub >Spacedock (Recce) (Claude-Opus-4.6)</sub > | <sub ></sub > | <sub >0.5828</sub > | <sub >5</sub > | <sub ></sub > | <sub >2026-05-08</sub > | <sub >[ #47 ] ( https://github.com/ucbepic/DataAgentBench/pull/47 ) </sub > |
57+ | <sub >22</sub > | <sub >Claude-Opus-4.6</sub > | <sub ></sub > | <sub >0.5468</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-03-18</sub > | <sub >[ #22 ] ( https://github.com/ucbepic/DataAgentBench/pull/22 ) </sub > |
58+ | <sub >23</sub > | <sub >LabRat (Claude-Sonnet-4.6) ²</sub > | <sub ></sub > | <sub >0.5138</sub > | <sub >5</sub > | <sub ></sub > | <sub >2026-06-01</sub > | <sub >[ #54 ] ( https://github.com/ucbepic/DataAgentBench/pull/54 ) </sub > |
59+ | <sub >24</sub > | <sub >Oracle Forge — Team PaLM (Gemini-3.1-Pro-Preview) ³</sub > | <sub ></sub > | <sub >0.4721</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-05-10</sub > | <sub >[ #37 ] ( https://github.com/ucbepic/DataAgentBench/pull/37 ) </sub > |
60+ | <sub >25</sub > | <sub >nQuery (gpt-oss-safeguard-120b) NGENUX SOLUTIONS PVT LTD</sub > | <sub ></sub > | <sub >0.4547</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-07-02</sub > | <sub >[ #56 ] ( https://github.com/ucbepic/DataAgentBench/pull/56 ) </sub > |
61+ | <sub >26</sub > | <sub >Gemini-3-Pro</sub > | <sub ></sub > | <sub >0.4546</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
62+ | <sub >27</sub > | <sub >Oracle Forge — Tenacious Intelligence (Claude-Sonnet-4.6) ⁴</sub > | <sub ></sub > | <sub >0.4464</sub > | <sub >5–7</sub > | <sub ></sub > | <sub >2026-04-21</sub > | <sub >[ #32 ] ( https://github.com/ucbepic/DataAgentBench/pull/32 ) </sub > |
63+ | <sub >28</sub > | <sub >GPT-5-mini</sub > | <sub ></sub > | <sub >0.3647</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
64+ | <sub >29</sub > | <sub >GPT-5.2</sub > | <sub ></sub > | <sub >0.2991</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
65+ | <sub >30</sub > | <sub >Kimi-K2</sub > | <sub ></sub > | <sub >0.2925</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
66+ | <sub >31</sub > | <sub >Oracle Forge — Team Cohere (Gemini-2.0-Flash)</sub > | <sub ></sub > | <sub >0.1671</sub > | <sub >5</sub > | <sub >✓</sub > | <sub >2026-04-21</sub > | <sub >[ #38 ] ( https://github.com/ucbepic/DataAgentBench/pull/38 ) </sub > |
67+ | <sub >32</sub > | <sub >Gemini-2.5-Flash</sub > | <sub ></sub > | <sub >0.1041</sub > | <sub >50</sub > | <sub >✓</sub > | <sub >2026-03-02</sub > | <sub >—</sub > |
6768
6869<sub >** ¹ Methodology.** All Pass@1 scores recomputed on 2026-06-12 by re-running each query's ` validate.py ` against the current validators (including the regenerated PATENTS ground truths), from the submission JSONs stored in this repository (` submissions/ ` , ` leaderboard_submissions/ ` ) or in the corresponding submission PR branches (` refs/pull/<N>/head ` ). Pass@1 is the mean over datasets of each dataset's average per-query pass rate.</sub >
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@@ -75,6 +76,8 @@ Unlike prior SQL-only or single-database benchmarks, DAB stresses agents under *
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7677<sub >** ⁵** fabric-rlm ([ #76 ] ( https://github.com/ucbepic/DataAgentBench/pull/76 ) ) had 8 agnews trials counted as non-passes: 4 loaded external gold labels, and 4 submitted the gold value with no derivation in the supplied traces.</sub >
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79+ <sub >** ⁶** LabRat ([ #84 ] ( https://github.com/ucbepic/DataAgentBench/pull/84 ) ) is missing 2 of 270 trials (agnews query 4, infra timeouts), counted as non-passes; excluding them gives 0.8102.</sub >
80+
7881
7982### How to Submit to the Leaderboard
8083
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