# Long-running Conversational Memory on SCM

Source: [Long-running Conversational Memory on SCM](<https://www.sota2.com/research/sota/long-running-conversational-memory-on-scm>)

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

Data updated: 2026-04-01T07:12:07.247Z

Evaluation of conversational memory systems on the SCM dataset, focusing on answer accuracy, retrieval performance, recall, coherence, and execution time efficiency.

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-running Conversational Memory |
| Dataset (including any stated split) | SCM |
| Metric | Answer Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Answer Accuracy](<https://www.sota2.com/research/sota/long-running-conversational-memory-on-scm.md?metric=Answer%20Accuracy>): Higher is better; unit: PERCENT.

- [Retrieval Accuracy](<https://www.sota2.com/research/sota/long-running-conversational-memory-on-scm.md?metric=Retrieval%20Accuracy>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/long-running-conversational-memory-on-scm.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Execution Time Reduction (%)](<https://www.sota2.com/research/sota/long-running-conversational-memory-on-scm.md?metric=Execution%20Time%20Reduction%20(%25)>): Higher is better; unit: PERCENT.

- [Coherence](<https://www.sota2.com/research/sota/long-running-conversational-memory-on-scm.md?metric=Coherence>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Answer Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ILSTMA | 88.4 | Not recorded | 69cca6820636e5bf4afcbb6e |

### ILSTMA

Answer Accuracy: 88.4. Result ID: 69ccc49e47f34ce924b60004.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6820636e5bf4afcbb6e.md>)

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

Page 1 of 1. This is an index page, not the full collection.
