Removing the Memorizer or Researcher lowers scores on all four benchmarks, with larger losses when the Researcher is removed. The controlled LoCoMo comparison shows that hierarchical organization over the same raw histories improves F1 and reduces online tokens, latency and action rounds, while adding a one-time workspace construction cost.

Removing the Memorizer or Researcher lowers scores on all four benchmarks, with larger losses when the Researcher is removed. The controlled LoCoMo comparison shows that hierarchical organization over the same raw histories improves F1 and reduces online tokens, latency and action rounds, while adding a one-time workspace construction cost. · CiteArk

Measurement results

0/20 assessed

0 supported0 disputed or conflicting20 not assessed

The complete result group stays with its claim. Assessed rows come first; their judgments do not replace the whole-claim conclusion. Expand a row for conditions, sources, and evidence history.

Each row is a measurement with its reported value, latest available observation, and cumulative evidence state.
Metric and conditions	Reported	Latest observation	Evidence judgment
variant: w/o Memorizer · category: overall · benchmark: locomo	49.06 F1 points (0–100)	—	Not assessed
variant: w/o Memorizer · category: overall · benchmark: longmemeval	64%	—	Not assessed
variant: w/o Memorizer · category: overall · benchmark: narrativeqa	38.87 F1 points (0–100)	—	Not assessed
variant: w/o Memorizer · category: overall · benchmark: hotpotqa	57.72 F1 points (0–100)	—	Not assessed
variant: w/o Researcher · category: overall · benchmark: locomo	43.3 F1 points (0–100)	—	Not assessed
variant: w/o Researcher · category: overall · benchmark: longmemeval	58.4%	—	Not assessed
variant: w/o Researcher · category: overall · benchmark: narrativeqa	32.51 F1 points (0–100)	—	Not assessed
variant: w/o Researcher · category: overall · benchmark: hotpotqa	39.1 F1 points (0–100)	—	Not assessed
setting: Flat Raw Store · benchmark: LoCoMo	0 tokens/workspace	—	Not assessed
setting: Flat Raw Store · benchmark: LoCoMo	0 s/workspace	—	Not assessed
setting: Flat Raw Store · benchmark: LoCoMo	8,174.29 tokens/query	—	Not assessed
setting: Flat Raw Store · benchmark: LoCoMo	17.11 s/query	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results