recursively-summarizing-dialogue-into-running-memory-improves-consistencymechanismsingle paper
Recursively summarizing the dialogue into a running memory improves consistency in long conversations.
Capability: Remembering across sessions
Sources
- Recursively summarizing the dialogue into a running memory improves consistency in long conversations.
Disagreeing is the most useful thing you can do here. Both sides of every contested claim in this catalog were assembled by the same person, which is its weakest point.
Related claims
- A tiered memory system managed by the model itself sustains recall over conversations far longer than the context window.Remembering across sessions
- For streaming video question answering with a frozen video-LLM, appending retrieved historical frames as extra visual context helps less than optimizing a small set of latent memory tokens at test time and then dropping the retrieved tokens before decoding; the gain is largest on questions requiring backward tracing over past history.Reasoning about time in video · unreviewed