AlKhamissi et al. [155], Kemker et
al. [156], Cao et al. [157], Yao et
al. [158], Mitchell et al. [159], etc.

Mitigate hallucination

Manakul et al. [160], Qin et al. [94],
Li et al. [161], Gou et al. [162], etc.

Raising the length

limit of Transformers

BART [163], Park et al. [164], LongT5

[165], CoLT5 [166], Ruoss et al. [167], etc.

Summarizing

memory

Compressing mem-
ories with vectors
or data structures

Automated retrieval

Generative Agents [22], SCM
[168], Reflexion [169], Memory-
bank [170], ChatEval [171], etc.

ChatDev [109], GITM [172], RET-LLM

[173], AgentSims [174], ChatDB [175], etc.

Generative Agents [22], Memory-
bank [170], AgentSims [174], etc.

Interactive retrieval

Memory Sandbox[176], ChatDB [175], etc.

CoT [95], Zero-shot-CoT [96],

Self-Consistency [97], Self-

Polish [99], Selection-Inference
[177], Self-Refine [178], etc.

Plan formulation

Plan reflection
TheRiseandPotentialofLargeLanguageModel BasedAgents