# Agricultural Agent Planning and Execution on AgriAgent Full set Source: [Agricultural Agent Planning and Execution on AgriAgent Full set]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:02.295Z Evaluation of agent planning and execution capabilities specifically within an agricultural domain using the AgriAgent Full set dataset. Metrics focus on compliance, evidence usage, and task/process fulfillment. 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 Full set | | Metric | Coverage | | 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 - [Coverage](): Higher is better; unit: PERCENT. - [Rule Citation](): Higher is better; unit: PERCENT. - [Evidence Presence](): Higher is better; unit: PERCENT. - [Violation Rate](): Lower is better; unit: PERCENT. - [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 | Coverage | Result date | Report paper | | --- | --- | --- | --- | | AgriAgent | 100 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 100 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 98.7 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 98.1 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 96.9 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 96.7 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 96.6 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 95 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 94.4 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 91.9 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent | 90.9 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 69.1 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 62.4 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 59.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 56.7 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 55.9 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 53.8 | Not recorded | 696722f6e25ad2fa9d1ec032 | | AgriAgent (w/o feedback) | 49.5 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 49.4 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 48 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 43.7 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 43.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 17.8 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 12.1 | Not recorded | 696722f6e25ad2fa9d1ec032 | | react | 6.3 | Not recorded | 696722f6e25ad2fa9d1ec032 | | plan-and-execute | 0.4 | Not recorded | 696722f6e25ad2fa9d1ec032 | ### AgriAgent Coverage: 100. Result ID: 699689a85698665ec4d22f19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### AgriAgent Coverage: 100. Result ID: 699689a85698665ec4d22f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-235B"}. This record does not assert independent reproduction. ### AgriAgent Coverage: 98.7. Result ID: 699689a85698665ec4d22f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### AgriAgent Coverage: 98.1. Result ID: 699689a85698665ec4d22f11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### AgriAgent Coverage: 96.9. Result ID: 699689a85698665ec4d22f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Coverage: 96.7. Result ID: 699689a85698665ec4d22f08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Coverage: 96.6. Result ID: 699689a85698665ec4d22f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### AgriAgent Coverage: 95. Result ID: 699689a85698665ec4d22f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek-v3.1"}. This record does not assert independent reproduction. ### AgriAgent Coverage: 94.4. Result ID: 699689a85698665ec4d22f05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Coverage: 91.9. Result ID: 699689a85698665ec4d22f10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### AgriAgent Coverage: 90.9. Result ID: 699689a85698665ec4d22f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaMA3-8B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Coverage: 69.1. Result ID: 699689a85698665ec4d22f14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### react Coverage: 62.4. Result ID: 699689a85698665ec4d22f12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### plan-and-execute Coverage: 59.3. Result ID: 699689a85698665ec4d22f03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### plan-and-execute Coverage: 56.7. Result ID: 699689a85698665ec4d22f13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Coverage: 55.9. Result ID: 699689a85698665ec4d22f04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### react Coverage: 53.8. Result ID: 699689a85698665ec4d22f0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### AgriAgent (w/o feedback) Coverage: 49.5. Result ID: 699689a85698665ec4d22f0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaMA3-8B"}. This record does not assert independent reproduction. ### plan-and-execute Coverage: 49.4. Result ID: 699689a85698665ec4d22f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### plan-and-execute Coverage: 48. Result ID: 699689a85698665ec4d22f0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AgriGPT-8B"}. This record does not assert independent reproduction. ### react Coverage: 43.7. Result ID: 699689a85698665ec4d22f06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### plan-and-execute Coverage: 43.3. Result ID: 699689a85698665ec4d22f07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### react Coverage: 17.8. Result ID: 699689a85698665ec4d22f16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### react Coverage: 12.1. Result ID: 699689a85698665ec4d22f02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### react Coverage: 6.3. Result ID: 699689a85698665ec4d22f0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaMA3-8B"}. This record does not assert independent reproduction. ### plan-and-execute Coverage: 0.4. Result ID: 699689a85698665ec4d22f0b. [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.