# Ground Truth Alignment and Conversationality on Curated Agricultural Dataset (test) Source: [Ground Truth Alignment and Conversationality on Curated Agricultural Dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T06:57:23.460Z Evaluation of model performance on ground truth alignment and conversational quality using the test split of the Curated Agricultural Dataset. 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 | Ground Truth Alignment and Conversationality | | Dataset (including any stated split) | Curated Agricultural Dataset (test) | | Metric | Recall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Recall](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Relevance](): Higher is better; unit: PERCENT. - [Conversationality Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | GPT-4o FT | 58.7 | Not recorded | 69a90ddc2d603e6de3e40588 | | GPT-4o FT | 51.1 | Not recorded | 69a90ddc2d603e6de3e40588 | | GPT-4o Mini FT | 50.3 | Not recorded | 69a90ddc2d603e6de3e40588 | | GPT-4o Mini FT | 43.8 | Not recorded | 69a90ddc2d603e6de3e40588 | | Gemini 1.5 Pro | 42.1 | Not recorded | 69a90ddc2d603e6de3e40588 | | Gemma 2 27B | 35.7 | Not recorded | 69a90ddc2d603e6de3e40588 | | Gemma 2 9B | 32.2 | Not recorded | 69a90ddc2d603e6de3e40588 | | GPT-4o | 28.5 | Not recorded | 69a90ddc2d603e6de3e40588 | | GPT-4 | 26.6 | Not recorded | 69a90ddc2d603e6de3e40588 | | GPT-4o Mini | 26.2 | Not recorded | 69a90ddc2d603e6de3e40588 | | Llama 3.3 70B | 24.1 | Not recorded | 69a90ddc2d603e6de3e40588 | | Qwen 3 235B | 19.2 | Not recorded | 69a90ddc2d603e6de3e40588 | | Kimi K2 | 18.7 | Not recorded | 69a90ddc2d603e6de3e40588 | | Llama 3 8B FT | 15.1 | Not recorded | 69a90ddc2d603e6de3e40588 | | Llama 3 8B | 13.4 | Not recorded | 69a90ddc2d603e6de3e40588 | ### GPT-4o FT Recall: 58.7. Result ID: 69a9294b6dbb7075b951fce8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Fine-Tuned","Training samples":"130k"}. This record does not assert independent reproduction. ### GPT-4o FT Recall: 51.1. Result ID: 69a9294b6dbb7075b951fce4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Fine-Tuned","Training samples":"12k"}. This record does not assert independent reproduction. ### GPT-4o Mini FT Recall: 50.3. Result ID: 69a9294b6dbb7075b951fce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Fine-Tuned","Training samples":"12k"}. This record does not assert independent reproduction. ### GPT-4o Mini FT Recall: 43.8. Result ID: 69a9294b6dbb7075b951fce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Fine-Tuned","Training samples":"130k"}. This record does not assert independent reproduction. ### Gemini 1.5 Pro Recall: 42.1. Result ID: 69a9294b6dbb7075b951fce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### Gemma 2 27B Recall: 35.7. Result ID: 69a9294b6dbb7075b951fce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### Gemma 2 9B Recall: 32.2. Result ID: 69a9294b6dbb7075b951fcdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### GPT-4o Recall: 28.5. Result ID: 69a9294b6dbb7075b951fcdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### GPT-4 Recall: 26.6. Result ID: 69a9294b6dbb7075b951fcda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### GPT-4o Mini Recall: 26.2. Result ID: 69a9294b6dbb7075b951fcdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### Llama 3.3 70B Recall: 24.1. Result ID: 69a9294b6dbb7075b951fcde. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### Qwen 3 235B Recall: 19.2. Result ID: 69a9294b6dbb7075b951fce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### Kimi K2 Recall: 18.7. Result ID: 69a9294b6dbb7075b951fce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. ### Llama 3 8B FT Recall: 15.1. Result ID: 69a9294b6dbb7075b951fce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning status":"Fine-Tuned","Training samples":"12k"}. This record does not assert independent reproduction. ### Llama 3 8B Recall: 13.4. Result ID: 69a9294b6dbb7075b951fcdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning status":"Baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.