# Forward reaction prediction on Mol-Instructions (test) Source: [Forward reaction prediction on Mol-Instructions (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:43.557Z Evaluation of models on predicting chemical reactions using the test split of the Mol-Instructions dataset, measured using metrics like EM score, BLEU, and METEOR. 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 | Forward reaction prediction | | Dataset (including any stated split) | Mol-Instructions (test) | | Metric | EM Score | | Unit | SCALAR | | 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 - [EM Score](): Higher is better; unit: SCALAR. - [BLEU Score](): Higher is better; unit: SCALAR. - [METEOR Score](): Higher is better; unit: SCALAR. - [Similarity Score](): Higher is better; unit: SCALAR. - [Validity Score](): Higher is better; unit: PERCENT. - [Improvement Metric](): Higher is better; unit: SCALAR. ## Recorded results | Method | EM Score | Result date | Report paper | | --- | --- | --- | --- | | LLM-CRP | 0.945 | Not recorded | 68fa5f581e209131ce9e9189 | | LLM-CRP | 0.937 | Not recorded | 68fa5f581e209131ce9e9189 | | Text+Chem T5 | 0.932 | Not recorded | 68fa5f581e209131ce9e9189 | | LLM-CRP | 0.93 | Not recorded | 68fa5f581e209131ce9e9189 | | T5 | 0.926 | Not recorded | 68fa5f581e209131ce9e9189 | | MolT5 | 0.897 | Not recorded | 68fa5f581e209131ce9e9189 | | nach0 | 0.89 | Not recorded | 68fa5f581e209131ce9e9189 | | Text+Chem T5 | 0.594 | Not recorded | 68fa5f581e209131ce9e9189 | | LLM-CRP | 0.284 | Not recorded | 68fa5f581e209131ce9e9189 | | LLM-CRP | 0.273 | Not recorded | 68fa5f581e209131ce9e9189 | | MolT5 | 0.178 | Not recorded | 68fa5f581e209131ce9e9189 | | LLM-CRP | 0.175 | Not recorded | 68fa5f581e209131ce9e9189 | | T5 | 0.168 | Not recorded | 68fa5f581e209131ce9e9189 | | Text+Chem T5 | 0.163 | Not recorded | 68fa5f581e209131ce9e9189 | | nach0 | 0.14 | Not recorded | 68fa5f581e209131ce9e9189 | ### LLM-CRP EM Score: 0.945. Result ID: 698bc4097a967eddb77131b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RT":true,"IA":true,"N":10}. This record does not assert independent reproduction. ### LLM-CRP EM Score: 0.937. Result ID: 698bc4097a967eddb77131b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RT":true,"IA":false,"N":10}. This record does not assert independent reproduction. ### Text+Chem T5 EM Score: 0.932. Result ID: 698bc4097a967eddb77131b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"finetuned":true}. This record does not assert independent reproduction. ### LLM-CRP EM Score: 0.93. Result ID: 698bc4097a967eddb77131b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RT":true,"IA":true,"N":6}. This record does not assert independent reproduction. ### T5 EM Score: 0.926. Result ID: 698bc4097a967eddb77131b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"finetuned":true}. This record does not assert independent reproduction. ### MolT5 EM Score: 0.897. Result ID: 698bc4097a967eddb77131b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"finetuned":true}. This record does not assert independent reproduction. ### nach0 EM Score: 0.89. Result ID: 698bc4097a967eddb77131b2. [Reporting paper]() Recorded evaluation configuration: {"finetuned":false}. This record does not assert independent reproduction. ### Text+Chem T5 EM Score: 0.594. Result ID: 698bc4097a967eddb77131b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"finetuned":false}. This record does not assert independent reproduction. ### LLM-CRP EM Score: 0.284. Result ID: 698c648c37894ef7d9ce1064. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RT":true,"IA":true,"N":10}. This record does not assert independent reproduction. ### LLM-CRP EM Score: 0.273. Result ID: 698c648c37894ef7d9ce1063. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RT":true,"IA":false,"N":10}. This record does not assert independent reproduction. ### MolT5 EM Score: 0.178. Result ID: 698c648c37894ef7d9ce1061. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"finetuned":true}. This record does not assert independent reproduction. ### LLM-CRP EM Score: 0.175. Result ID: 698c648c37894ef7d9ce1065. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RT":true,"IA":true,"N":6}. This record does not assert independent reproduction. ### T5 EM Score: 0.168. Result ID: 698c648c37894ef7d9ce1060. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"finetuned":true}. This record does not assert independent reproduction. ### Text+Chem T5 EM Score: 0.163. Result ID: 698c648c37894ef7d9ce1062. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"finetuned":true}. This record does not assert independent reproduction. ### nach0 EM Score: 0.14. Result ID: 698c648c37894ef7d9ce105f. [Reporting paper]() Recorded evaluation configuration: {"finetuned":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.