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id
large_stringlengths
36
36
memory_type
large_stringclasses
5 values
context
large_stringlengths
31.4k
84.3k
query
large_stringclasses
5 values
expected_answer
large_stringclasses
25 values
context_chars
int64
31.4k
84.3k
context_tokens_estimate
int64
5.49k
14.6k
quality_verified
bool
1 class
e765cfc1-8d04-4ed1-8cb8-f35458bcc5f6
emotion
User: My name is Luna. User: I work at Aether Systems. User: We are developing modular disaster-response robotics. User: I currently live in Singapore. User: My long-term goal is to design autonomous research agents. User: Lately I have been feeling frustrated. User: Let's discuss language models in detail section 0. A...
User: Earlier I mentioned how I felt emotionally. What emotion did I describe?
frustrated
63,545
11,031
true
2c37da76-73d3-402b-940a-a9ac31095039
location
User: My name is Kai. User: I work at Quantum Reef. User: We are developing distributed AI memory systems. User: I currently live in Berlin. User: My long-term goal is to create memory-persistent assistants. User: Lately I have been feeling anxious. User: Let's discuss autonomous agents in detail section 0. Assistant: ...
User: Where did I say I currently lived?
Berlin
40,294
7,021
true
d56f378d-f760-4eec-978d-74bb9896d0c5
location
User: My name is Jonah. User: I work at Aether Systems. User: We are developing long-context autonomous agents. User: I currently live in New Mexico. User: My long-term goal is to build recursive AI systems. User: Lately I have been feeling excited. User: Let's discuss debugging workflows in detail section 0. Assistant...
User: Where did I say I currently lived?
New Mexico
47,327
8,208
true
f41b9202-37d1-49e8-b287-3163590c17fe
goal
User: My name is Theo. User: I work at Quantum Reef. User: We are developing self-healing infrastructure networks. User: I currently live in Singapore. User: My long-term goal is to build recursive AI systems. User: Lately I have been feeling excited. User: Let's discuss memory architectures in detail section 0. Assist...
User: What long-term goal did I mention?
build recursive AI systems
38,340
6,650
true
29fd0e7f-cc1b-4470-b88f-36685d960110
project
"User: My name is Aria.\nUser: I work at Quantum Reef.\nUser: We are developing oceanic climate rest(...TRUNCATED)
User: What project did I mention my team was developing earlier?
oceanic climate restoration systems
38,778
6,735
true
0fe6d6e6-4bb6-4c98-9f37-d3db50cb046d
location
"User: My name is Jonah.\nUser: I work at Solara Labs.\nUser: We are developing distributed AI memor(...TRUNCATED)
User: Where did I say I currently lived?
Berlin
44,538
7,774
true
9c767614-7e47-40c7-965f-0d8b4879116d
goal
"User: My name is Jonah.\nUser: I work at Nova Forge.\nUser: We are developing oceanic climate resto(...TRUNCATED)
User: What long-term goal did I mention?
build recursive AI systems
72,998
12,686
true
40ea5bcf-0245-405d-a3df-faeab275521f
goal
"User: My name is Luna.\nUser: I work at Helix Dynamics.\nUser: We are developing distributed AI mem(...TRUNCATED)
User: What long-term goal did I mention?
launch a robotics startup
68,287
11,854
true
787b555b-7dff-4a2d-93d8-849314bbfceb
emotion
"User: My name is Noah.\nUser: I work at Helix Dynamics.\nUser: We are developing self-healing infra(...TRUNCATED)
User: Earlier I mentioned how I felt emotionally. What emotion did I describe?
optimistic
44,474
7,733
true
66fb8431-d995-455a-92b9-01b8634d930e
company
"User: My name is Marcus.\nUser: I work at Solara Labs.\nUser: We are developing modular disaster-re(...TRUNCATED)
User: Earlier in the conversation, what company did I say I worked at?
Solara Labs
44,274
7,688
true
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Aspire_Memory_256K

High-quality long-context memory dataset designed for:

  • delayed recall
  • recursive memory
  • conversational persistence
  • identity continuity
  • long-context retrieval
  • memory-aware autonomous systems

Dataset Statistics

  • Total Rows: 10000
  • Long Context Examples: Yes
  • Delayed Recall Tasks: Yes
  • Deduplicated: Yes
  • Quality Verified: Yes

Schema

  • id
  • memory_type
  • context
  • query
  • expected_answer
  • context_chars
  • context_tokens_estimate
  • quality_verified

Intended Use

  • long-context continued pretraining
  • memory-aware LLM training
  • recursive conversational systems
  • persistent memory agents
  • continuity-focused SFT

Developed For

WithinUsAI / Aspire

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