MemCalib: Benchmarking and Optimizing Memory Use in LLM Agents
Paper • 2609.24259 • Published • 1
Datasets:
domain stringclasses 3
values | id stringlengths 15 15 | memories listlengths 6 63 | memory_blocks listlengths 3 20 | question stringlengths 20 1.44k | source_dataset stringclasses 8
values |
|---|---|---|---|---|---|
coding | memcalib_009648 | [
{
"atom_id": "atom_001",
"memory_action": "apply",
"parent_memory_id": "block_003",
"text": "The user requires price data to be stored specifically in a MongoDB database via the prices_locker_mongodb module.",
"u_star": "C",
"usage_rubric": {
"correct_use": "The answer explicitly state... | [
{
"atom_ids": [
"atom_003",
"atom_009",
"atom_010"
],
"atomic_concat_text": "The user mandates using the Kraken exchange API as the exclusive source for cryptocurrency price data. The user documented the Kraken API mandate in an internal compliance memo dated March 2023. The Kraken API... | You are designing a function to retrieve the latest ticker price for a specified cryptocurrency pair and persist it within the current analysis environment. Based on the established system constraints and available global resources, describe the expected operational behavior of this function. Your explanation must iden... | ise-uiuc/Magicoder-OSS-Instruct-75K |
health_seed | memcalib_005712 | [
{
"atom_id": "atom_001",
"memory_action": "apply",
"parent_memory_id": "block_003",
"text": "The user has suffered from chronic back pain for five years following a discectomy performed for a slipped disc.",
"u_star": "B",
"usage_rubric": {
"correct_use": "Mentions myeloma or similar c... | [
{
"atom_ids": [
"atom_004"
],
"atomic_concat_text": "The user previously requested that all medical explanations be framed using accounting and financial audit metaphors to help them understand complex health concepts.",
"memory_text": "The user previously requested that all medical explanatio... | My doctor asked me to come in soon for protein and inflammation blood tests after my hemoglobin dropped from 13 to 11 and my WBC was lower. They said this is a symptom of something but didn't specify what. Could you explain what conditions these tests might be checking for? | lavita/ChatDoctor-HealthCareMagic-100k |
general | memcalib_012270 | [
{
"atom_id": "atom_001",
"memory_action": "apply",
"parent_memory_id": "block_002",
"text": "The user's fabric building has performed well during regular and torrential rain with no negative effects on the fabric or frame.",
"u_star": "C",
"usage_rubric": {
"correct_use": "Accurately r... | [
{
"atom_ids": [
"atom_003",
"atom_007",
"atom_008",
"atom_009",
"atom_010",
"atom_011",
"atom_012"
],
"atomic_concat_text": "The user discovered a manufacturing defect consisting of a pinhole in the fabric building cover caused by tight folding in the packaging.... | How has the fabric building held up during regular rain and high wind loads, and what issues have been encountered with the cover and frame? | HuggingFaceH4/ultrachat_200k |
health_seed | memcalib_003847 | [
{
"atom_id": "atom_001",
"memory_action": "apply",
"parent_memory_id": "block_002",
"text": "The user used Nair hair removal cream on their upper lip and chin at approximately 8pm last night.",
"u_star": "B",
"usage_rubric": {
"correct_use": "Uses product name to explain mechanism of i... | [
{
"atom_ids": [
"atom_004"
],
"atomic_concat_text": "The user previously noted that their personal skincare blog audience prefers content formatted as first-person narrative anecdotes rather than clinical explanations.",
"memory_text": "The user previously noted that their personal skincare bl... | I developed a facial rash after using a depilatory product last night and washed it off after four minutes. I applied Aloe Vera today. When will this diminish, and how can I make it disappear faster? | lavita/ChatDoctor-HealthCareMagic-100k |
general | memcalib_014551 | [
{
"atom_id": "atom_001",
"memory_action": "apply",
"parent_memory_id": "block_004",
"text": "The user prefers the convenience of reading news online.",
"u_star": "B",
"usage_rubric": {
"correct_use": "Prioritizes digital examples or frames the answer within the context of online news c... | [
{
"atom_ids": [
"atom_004",
"atom_005",
"atom_009"
],
"atomic_concat_text": "The user organized a cream linen analog photo album on the bookcase in the reading room during October 2008. The cream linen analog photo album was positioned vertically against other volumes on the bookcase i... | Have you noticed any newspapers doing interactive digital elements like quizzes and polls well? | HuggingFaceH4/ultrachat_200k |
coding | memcalib_008127 | [
{
"atom_id": "atom_001",
"memory_action": "apply",
"parent_memory_id": "block_008",
"text": "The user requires that overlapping trip days be deduplicated so that each calendar day counts only once toward the total representation.",
"u_star": "C",
"usage_rubric": {
"correct_use": "The a... | [
{
"atom_ids": [
"atom_004",
"atom_005",
"atom_013"
],
"atomic_concat_text": "In June 2008, the sage green museum ticket folder was placed inside the studio supply cupboard for archival storage. The sage green museum ticket folder stored in the studio supply cupboard during June 2008 co... | Describe a step-by-step implementation plan for a function that calculates the total number of days a company is represented in a foreign country based on a list of business trip arrival and departure day pairs. The plan must explain how to process the input data structure, handle overlapping intervals, and derive the ... | codeparrot/apps |
general | memcalib_013745 | [
{
"atom_id": "atom_001",
"memory_action": "apply",
"parent_memory_id": "block_008",
"text": "The user prefers session IPAs with a target IBU of approximately 27 to maintain high drinkability.",
"u_star": "C",
"usage_rubric": {
"correct_use": "Recipe explicitly targets 27 IBU or a very ... | [
{
"atom_ids": [
"atom_004"
],
"atomic_concat_text": "The user prefers to package session IPAs in 12 oz cans rather than bottles for better portability.",
"memory_text": "The user prefers to package session IPAs in 12 oz cans rather than bottles for better portability.",
"parent_memory_id":... | Can you provide a recipe for a session IPA using Simcoe hops? | HuggingFaceH4/ultrachat_200k |
health_seed | memcalib_001702 | [{"atom_id":"atom_001","memory_action":"apply","parent_memory_id":"block_002","text":"The user's pre(...TRUNCATED) | [{"atom_ids":["atom_004"],"atomic_concat_text":"The user prefers medical explanations to be written (...TRUNCATED) | What is the remedy for dryness and burning in the mouth? | OpenMed/MedDialog |
coding | memcalib_006517 | [{"atom_id":"atom_001","memory_action":"apply","parent_memory_id":"block_002","text":"The user frequ(...TRUNCATED) | [{"atom_ids":["atom_009","atom_010"],"atomic_concat_text":"The ivory museum ticket folder was acquir(...TRUNCATED) | "A developer needs to display the full solution or file path in the title bar of a legacy Visual Stu(...TRUNCATED) | HuggingFaceH4/stack-exchange-preferences |
coding | memcalib_006723 | [{"atom_id":"atom_001","memory_action":"apply","parent_memory_id":"block_004","text":"The user is de(...TRUNCATED) | [{"atom_ids":["atom_003","atom_007","atom_008"],"atomic_concat_text":"Library link order is critical(...TRUNCATED) | "Diagnose the following original software-engineering issue in prose. Explain the faulty assumption,(...TRUNCATED) | HuggingFaceH4/stack-exchange-preferences |
End of preview. Expand in Data Studio
MemCalib
Benchmark data for MemCalib: Benchmarking and Optimizing Memory Use in LLM Agents.
MemCalib evaluates whether LLM agents use memory at the appropriate level. It covers health, general assistance, and coding, with 15,000 examples containing queries, memory blocks, and atomic propositions annotated with ideal use levels and evaluation rubrics: A (Ignore), B (Bound), and C (Control).
Data
| File | Examples | Purpose |
|---|---|---|
| train.jsonl | 13,500 | Training and development of memory-use optimization methods |
| test.jsonl | 1,500 | Held-out benchmark evaluation |
Choose training and validation subsets from train.jsonl; use test.jsonl for final evaluation.
Each example contains:
| Field | Content |
|---|---|
id |
Public sample identifier |
domain |
Health, general assistance, or coding |
question |
Query to answer |
memory_blocks |
Memory blocks available to the model |
memories |
Atomic propositions, ideal use levels (u_star), and evaluation rubrics |
source_dataset |
Dataset used to construct the example |
MemCalib was constructed by adapting source queries and creating memory blocks, atomic annotations, and usage rubrics. Public identifiers were reassigned for this release. Construction and evaluation details are described in the paper.
Sources and licenses
| Source | Examples | Recorded license |
|---|---|---|
| OpenMed/MedDialog | 3,793 | Apache-2.0 |
| lavita/ChatDoctor-HealthCareMagic-100k | 3,707 | Apache-2.0 |
| HuggingFaceH4/ultrachat_200k | 2,377 | MIT |
| OpenAssistant/oasst1 | 470 | Apache-2.0 |
| OpenAssistant/oasst2 | 903 | Apache-2.0 |
| ise-uiuc/Magicoder-OSS-Instruct-75K | 2,771 | MIT |
| codeparrot/apps | 174 | MIT |
| HuggingFaceH4/stack-exchange-preferences | 805 | CC BY-SA 4.0 |
The table records the license labels used for this release.
License
MemCalib is released under CC BY-SA 4.0. Source-derived content remains subject to the upstream licenses and notices listed in ATTRIBUTION.md, which also provides per-example attribution.
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