# Agricultural Agent Planning and Execution on AgriAgent Non-Zero Source: [Agricultural Agent Planning and Execution on AgriAgent Non-Zero]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:06.759Z Evaluation of agent planning and execution capabilities specifically within an agricultural domain using the AgriAgent Non-Zero dataset, measured by Task Fulfillment, Process Fulfillment, Rule Usage, and Evidence Usage. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Agricultural Agent Planning and Execution | | Dataset (including any stated split) | AgriAgent Non-Zero | | Metric | Task Fulfillment | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Task Fulfillment](): Higher is better; unit: PERCENT. - [Process Fulfillment](): Higher is better; unit: PERCENT. - [Rule Usage](): Higher is better; unit: PERCENT. - [Evidence Usage](): Higher is better; unit: PERCENT. ## Recorded results | Method | Task Fulfillment | Result date | Report paper | | --- | --- | --- | --- | | AgriAgent | 87.2 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 85.1 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 80.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 78.5 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 77.7 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 77.6 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 76.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 75.1 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 74.5 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 73.6 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 70.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 69.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 69.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 67 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 64.9 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 63.5 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 63 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 61.2 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 58.9 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 52.2 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 50.5 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 50.4 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 49.6 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 47.5 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 44.1 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 40 | Not recorded | 696722f6e25ad2fa9d1ec032 | ### AgriAgent Task Fulfillment: 87.2. Result ID: 699689a85698665ec4d22f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-235B"}. This record does not assert independent reproduction. ### AgriAgent Task Fulfillment: 85.1. Result ID: 699689a85698665ec4d22f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek-v3.1"}. This record does not assert independent reproduction. ### AgriAgent Task Fulfillment: 80.3. Result ID: 699689a85698665ec4d22f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### AgriAgent Task Fulfillment: 78.5. Result ID: 699689a85698665ec4d22f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Task Fulfillment: 77.7. Result ID: 699689a85698665ec4d22f32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Task Fulfillment: 77.6. Result ID: 699689a85698665ec4d22f2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### AgriAgent Task Fulfillment: 76.3. Result ID: 699689a85698665ec4d22f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Task Fulfillment: 75.1. Result ID: 699689a85698665ec4d22f2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### AgriAgent Task Fulfillment: 74.5. Result ID: 699689a85698665ec4d22f2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### plan-and-execute Task Fulfillment: 73.6. Result ID: 699689a85698665ec4d22f31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### AgriAgent Task Fulfillment: 70.3. Result ID: 699689a85698665ec4d22f23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Task Fulfillment: 69.3. Result ID: 699689a85698665ec4d22f22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### react Task Fulfillment: 69.3. Result ID: 699689a85698665ec4d22f2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### plan-and-execute Task Fulfillment: 67. Result ID: 699689a85698665ec4d22f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### plan-and-execute Task Fulfillment: 64.9. Result ID: 699689a85698665ec4d22f2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### AgriAgent Task Fulfillment: 63.5. Result ID: 699689a85698665ec4d22f27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaMA3-8B"}. This record does not assert independent reproduction. ### plan-and-execute Task Fulfillment: 63. Result ID: 699689a85698665ec4d22f29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### plan-and-execute Task Fulfillment: 61.2. Result ID: 699689a85698665ec4d22f21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### react Task Fulfillment: 58.9. Result ID: 699689a85698665ec4d22f1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### react Task Fulfillment: 52.2. Result ID: 699689a85698665ec4d22f24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaMA3-8B"}. This record does not assert independent reproduction. ### react Task Fulfillment: 50.5. Result ID: 699689a85698665ec4d22f28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Task Fulfillment: 50.4. Result ID: 699689a85698665ec4d22f1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### react Task Fulfillment: 49.6. Result ID: 699689a85698665ec4d22f20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### react Task Fulfillment: 47.5. Result ID: 699689a85698665ec4d22f30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Task Fulfillment: 44.1. Result ID: 699689a85698665ec4d22f26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaMA3-8B"}. This record does not assert independent reproduction. ### plan-and-execute Task Fulfillment: 40. Result ID: 699689a85698665ec4d22f25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaMA3-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.