# Single-session-assistant on LongMemEval-M

Source: [Single-session-assistant on LongMemEval-M](<https://www.sota2.com/research/sota/single-session-assistant-on-longmemeval-m>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-27T13:55:50.662Z

Evaluation of model performance on single-session assistant capabilities using the LongMemEval-M dataset, measured by F1, Accuracy, and LLM-as-a-Judge scores.

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 | Single-session-assistant |
| Dataset (including any stated split) | LongMemEval-M |
| Metric | F1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [F1](<https://www.sota2.com/research/sota/single-session-assistant-on-longmemeval-m.md?metric=F1>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/single-session-assistant-on-longmemeval-m.md?metric=Accuracy>): Higher is better; unit: SCALAR.

- [LLM-as-a-Judge Score](<https://www.sota2.com/research/sota/single-session-assistant-on-longmemeval-m.md?metric=LLM-as-a-Judge%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | F1 | Result date | Report paper |
| --- | --- | --- | --- |
| HIPPOCAMPUS | 10.88 | Not recorded | 6993f5e69ebc499c974098eb |
| MemOS | 8.21 | Not recorded | 6993f5e69ebc499c974098eb |
| MemoryOS | 7.1 | Not recorded | 6993f5e69ebc499c974098eb |
| A-mem | 5.99 | Not recorded | 6993f5e69ebc499c974098eb |
| MemGPT | 3.81 | Not recorded | 6993f5e69ebc499c974098eb |
| MemoryBank | 3.27 | Not recorded | 6993f5e69ebc499c974098eb |
| ReadAgent | 2.72 | Not recorded | 6993f5e69ebc499c974098eb |

### HIPPOCAMPUS

F1: 10.88. Result ID: 69a1a24c35dfcabb00e7e9ee.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MemOS

F1: 8.21. Result ID: 69a1a24c35dfcabb00e7e9ed.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a611e209131cea82bda.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MemoryOS

F1: 7.1. Result ID: 69a1a24c35dfcabb00e7e9ec.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793f1e209131cea7cdc0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### A-mem

F1: 5.99. Result ID: 69a1a24c35dfcabb00e7e9eb.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf31e209131cea8b869.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MemGPT

F1: 3.81. Result ID: 69a1a24c35dfcabb00e7e9ea.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa722a1e209131cea54e5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MemoryBank

F1: 3.27. Result ID: 69a1a24c35dfcabb00e7e9e9.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45ab8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ReadAgent

F1: 2.72. Result ID: 69a1a24c35dfcabb00e7e9e8.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e69ebc499c974098eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74351e209131cea6074c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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