# Long-context Question Answering on LoCoMo (Rubric Judge) Source: [Long-context Question Answering on LoCoMo (Rubric Judge)]() Collection index: [llms.txt]() Data updated: 2026-05-11T08:03:43.261Z Evaluation of model performance on the LoCoMo dataset for Long-context Question Answering, focusing on the Rubric Judge Accuracy metric. 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 | Long-context Question Answering | | Dataset (including any stated split) | LoCoMo | | Metric | Rubric Judge Accuracy | | 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 - [Rubric Judge Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Rubric Judge Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 67.3 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 66.6 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 65.9 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 65.7 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 65.4 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 65.4 | Not recorded | 6a016295dbc836b87d823143 | | Baseline | 65.1 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 65 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 63.6 | Not recorded | 6a016295dbc836b87d823143 | | Baseline | 63 | Not recorded | 6a016295dbc836b87d823143 | | Predicate-Based Belief State | 62.5 | Not recorded | 6a016295dbc836b87d823143 | | Lobotomized | 59.4 | Not recorded | 6a016295dbc836b87d823143 | | Lobotomized | 57.2 | Not recorded | 6a016295dbc836b87d823143 | | Baseline | 57.2 | Not recorded | 6a016295dbc836b87d823143 | | Lobotomized | 56.5 | Not recorded | 6a016295dbc836b87d823143 | ### Baseline Rubric Judge Accuracy: 67.3. Result ID: 6a018d4a47f34ce924e3343f. [Reporting paper]() Recorded evaluation configuration: {"Harness":"Iter-RetGen"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 66.6. Result ID: 6a018d4a47f34ce924e3343e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"ReAct","Representation":"Freeform (b\_free)"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 65.9. Result ID: 6a018d4a47f34ce924e33441. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"Iter-RetGen","Representation":"Freeform (b\_free)"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 65.7. Result ID: 6a018d4a47f34ce924e3343d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"ReAct","Representation":"Structured JSON (b\_struct)"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 65.4. Result ID: 6a018d4a47f34ce924e3343a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"IRCoT","Representation":"Freeform (b\_free)"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 65.4. Result ID: 6a018d4a47f34ce924e33444. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"MemGPT","Representation":"Structured JSON (b\_struct)"}. This record does not assert independent reproduction. ### Baseline Rubric Judge Accuracy: 65.1. Result ID: 6a018d4a47f34ce924e3343b. [Reporting paper]() Recorded evaluation configuration: {"Harness":"ReAct"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 65. Result ID: 6a018d4a47f34ce924e33440. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"Iter-RetGen","Representation":"Structured JSON (b\_struct)"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 63.6. Result ID: 6a018d4a47f34ce924e33439. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"IRCoT","Representation":"Structured JSON (b\_struct)"}. This record does not assert independent reproduction. ### Baseline Rubric Judge Accuracy: 63. Result ID: 6a018d4a47f34ce924e33437. [Reporting paper]() Recorded evaluation configuration: {"Harness":"IRCoT"}. This record does not assert independent reproduction. ### Predicate-Based Belief State Rubric Judge Accuracy: 62.5. Result ID: 6a018d4a47f34ce924e33445. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"MemGPT","Representation":"Freeform (b\_free)"}. This record does not assert independent reproduction. ### Lobotomized Rubric Judge Accuracy: 59.4. Result ID: 6a018d4a47f34ce924e3343c. [Reporting paper]() Recorded evaluation configuration: {"Harness":"ReAct"}. This record does not assert independent reproduction. ### Lobotomized Rubric Judge Accuracy: 57.2. Result ID: 6a018d4a47f34ce924e33438. [Reporting paper]() Recorded evaluation configuration: {"Harness":"IRCoT"}. This record does not assert independent reproduction. ### Baseline Rubric Judge Accuracy: 57.2. Result ID: 6a018d4a47f34ce924e33442. [Reporting paper]() Recorded evaluation configuration: {"Harness":"MemGPT"}. This record does not assert independent reproduction. ### Lobotomized Rubric Judge Accuracy: 56.5. Result ID: 6a018d4a47f34ce924e33443. [Reporting paper]() Recorded evaluation configuration: {"Harness":"MemGPT"}. 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