Datasets:

codysnider
/

FalseMemBench

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
$schema: string
$id: string
title: string
type: string
required: list<item: string>
  child 0, item: string
properties: struct<id: struct<type: string, minLength: int64>, query: struct<type: string, minLength: int64>, ad (... 665 chars omitted)
  child 0, id: struct<type: string, minLength: int64>
      child 0, type: string
      child 1, minLength: int64
  child 1, query: struct<type: string, minLength: int64>
      child 0, type: string
      child 1, minLength: int64
  child 2, adversary_type: struct<type: string, enum: list<item: string>>
      child 0, type: string
      child 1, enum: list<item: string>
          child 0, item: string
  child 3, entries: struct<type: string, minItems: int64, items: struct<type: string, required: list<item: string>, prop (... 332 chars omitted)
      child 0, type: string
      child 1, minItems: int64
      child 2, items: struct<type: string, required: list<item: string>, properties: struct<id: struct<type: string, minLe (... 286 chars omitted)
          child 0, type: string
          child 1, required: list<item: string>
              child 0, item: string
          child 2, properties: struct<id: struct<type: string, minLength: int64>, text: struct<type: string, minLength: int64>, tag (... 194 chars omitted)
              child 0, id: struct<type: string, minLength: int64>
                  child 0, type: string
                  child 1, minLength: int64
              child 1, text: struct<type: string, minLength: int64>
         
...
mum: int64>
                  child 0, type: string
                  child 1, minimum: int64
              child 4, timestamp: struct<type: string>
                  child 0, type: string
              child 5, speaker: struct<type: string>
                  child 0, type: string
              child 6, metadata: struct<type: string>
                  child 0, type: string
          child 3, additionalProperties: bool
  child 4, relevant_ids: struct<type: string, minItems: int64, items: struct<type: string, minLength: int64>>
      child 0, type: string
      child 1, minItems: int64
      child 2, items: struct<type: string, minLength: int64>
          child 0, type: string
          child 1, minLength: int64
  child 5, notes: struct<type: string>
      child 0, type: string
  child 6, metadata: struct<type: string>
      child 0, type: string
additionalProperties: bool
notes: string
relevant_ids: list<item: string>
  child 0, item: string
entries: list<item: struct<id: string, text: string, tags: list<item: string>, depth: int64, timestamp: times (... 26 chars omitted)
  child 0, item: struct<id: string, text: string, tags: list<item: string>, depth: int64, timestamp: timestamp[s], sp (... 14 chars omitted)
      child 0, id: string
      child 1, text: string
      child 2, tags: list<item: string>
          child 0, item: string
      child 3, depth: int64
      child 4, timestamp: timestamp[s]
      child 5, speaker: string
adversary_type: string
query: string
id: string
to
{'id': Value('string'), 'query': Value('string'), 'adversary_type': Value('string'), 'entries': List({'id': Value('string'), 'text': Value('string'), 'tags': List(Value('string')), 'depth': Value('int64'), 'timestamp': Value('timestamp[s]'), 'speaker': Value('string')}), 'relevant_ids': List(Value('string')), 'notes': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 289, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 124, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              $schema: string
              $id: string
              title: string
              type: string
              required: list<item: string>
                child 0, item: string
              properties: struct<id: struct<type: string, minLength: int64>, query: struct<type: string, minLength: int64>, ad (... 665 chars omitted)
                child 0, id: struct<type: string, minLength: int64>
                    child 0, type: string
                    child 1, minLength: int64
                child 1, query: struct<type: string, minLength: int64>
                    child 0, type: string
                    child 1, minLength: int64
                child 2, adversary_type: struct<type: string, enum: list<item: string>>
                    child 0, type: string
                    child 1, enum: list<item: string>
                        child 0, item: string
                child 3, entries: struct<type: string, minItems: int64, items: struct<type: string, required: list<item: string>, prop (... 332 chars omitted)
                    child 0, type: string
                    child 1, minItems: int64
                    child 2, items: struct<type: string, required: list<item: string>, properties: struct<id: struct<type: string, minLe (... 286 chars omitted)
                        child 0, type: string
                        child 1, required: list<item: string>
                            child 0, item: string
                        child 2, properties: struct<id: struct<type: string, minLength: int64>, text: struct<type: string, minLength: int64>, tag (... 194 chars omitted)
                            child 0, id: struct<type: string, minLength: int64>
                                child 0, type: string
                                child 1, minLength: int64
                            child 1, text: struct<type: string, minLength: int64>
                       
              ...
              mum: int64>
                                child 0, type: string
                                child 1, minimum: int64
                            child 4, timestamp: struct<type: string>
                                child 0, type: string
                            child 5, speaker: struct<type: string>
                                child 0, type: string
                            child 6, metadata: struct<type: string>
                                child 0, type: string
                        child 3, additionalProperties: bool
                child 4, relevant_ids: struct<type: string, minItems: int64, items: struct<type: string, minLength: int64>>
                    child 0, type: string
                    child 1, minItems: int64
                    child 2, items: struct<type: string, minLength: int64>
                        child 0, type: string
                        child 1, minLength: int64
                child 5, notes: struct<type: string>
                    child 0, type: string
                child 6, metadata: struct<type: string>
                    child 0, type: string
              additionalProperties: bool
              notes: string
              relevant_ids: list<item: string>
                child 0, item: string
              entries: list<item: struct<id: string, text: string, tags: list<item: string>, depth: int64, timestamp: times (... 26 chars omitted)
                child 0, item: struct<id: string, text: string, tags: list<item: string>, depth: int64, timestamp: timestamp[s], sp (... 14 chars omitted)
                    child 0, id: string
                    child 1, text: string
                    child 2, tags: list<item: string>
                        child 0, item: string
                    child 3, depth: int64
                    child 4, timestamp: timestamp[s]
                    child 5, speaker: string
              adversary_type: string
              query: string
              id: string
              to
              {'id': Value('string'), 'query': Value('string'), 'adversary_type': Value('string'), 'entries': List({'id': Value('string'), 'text': Value('string'), 'tags': List(Value('string')), 'depth': Value('int64'), 'timestamp': Value('timestamp[s]'), 'speaker': Value('string')}), 'relevant_ids': List(Value('string')), 'notes': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1925, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

id string	query string	adversary_type string	entries list	relevant_ids list	notes string
env-001	What database does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses db-staging.internal for its primary application database.", "tags": [ "staging", "database", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment us...	[ "e1" ]	Upgraded early environment case with a read-only neighbor, historical shared use, and a shadow host distractor.
env-002	What database does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses db-prod.internal for its primary application database.", "tags": [ "production", "database", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment us...	[ "e1" ]	Upgraded early environment case with failover, read-only, and stale hostname distractors instead of a simple env list.
env-003	What database does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses db-dev.internal for its database.", "tags": [ "development", "database", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses db-staging.in...	[ "e1" ]	Environment swap distractors with same service family.
env-004	What redis cache does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses redis-staging.internal for its redis cache.", "tags": [ "staging", "redis-cache", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses redis-pr...	[ "e1" ]	Environment swap distractors with same service family.
env-005	What redis cache does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses redis-prod.internal for its redis cache.", "tags": [ "production", "redis-cache", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses redis-st...	[ "e1" ]	Environment swap distractors with same service family.
env-006	What redis cache does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses redis-dev.internal for its redis cache.", "tags": [ "development", "redis-cache", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses redi...	[ "e1" ]	Environment swap distractors with same service family.
env-007	What object storage bucket does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses assets-staging for its object storage bucket.", "tags": [ "staging", "object-storage-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment u...	[ "e1" ]	Environment swap distractors with same service family.
env-008	What object storage bucket does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses assets-prod for its object storage bucket.", "tags": [ "production", "object-storage-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment u...	[ "e1" ]	Environment swap distractors with same service family.
env-009	What object storage bucket does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses assets-dev for its object storage bucket.", "tags": [ "development", "object-storage-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environme...	[ "e1" ]	Environment swap distractors with same service family.
env-010	What email sender does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses ses-staging for its email sender.", "tags": [ "staging", "email-sender", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses ses-prod for its ...	[ "e1" ]	Environment swap distractors with same service family.
env-011	What email sender does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses ses-prod for its email sender.", "tags": [ "production", "email-sender", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses ses-staging for i...	[ "e1" ]	Environment swap distractors with same service family.
env-012	What email sender does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses ses-dev for its email sender.", "tags": [ "development", "email-sender", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses ses-staging f...	[ "e1" ]	Environment swap distractors with same service family.
env-013	What nats cluster does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses nats-staging.internal for its nats cluster.", "tags": [ "staging", "nats-cluster", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses nats-pr...	[ "e1" ]	Environment swap distractors with same service family.
env-014	What nats cluster does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses nats-prod.internal for its nats cluster.", "tags": [ "production", "nats-cluster", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses nats-st...	[ "e1" ]	Environment swap distractors with same service family.
env-015	What nats cluster does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses nats-dev.internal for its nats cluster.", "tags": [ "development", "nats-cluster", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses nat...	[ "e1" ]	Environment swap distractors with same service family.
env-016	What API base URL does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses https://api-staging.ecue.ai for its API base URL.", "tags": [ "staging", "api-base-url", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses h...	[ "e1" ]	Environment swap distractors with same service family.
env-017	What API base URL does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses https://api.ecue.ai for its API base URL.", "tags": [ "production", "api-base-url", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses https:...	[ "e1" ]	Environment swap distractors with same service family.
env-018	What API base URL does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses https://api-dev.ecue.ai for its API base URL.", "tags": [ "development", "api-base-url", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment us...	[ "e1" ]	Environment swap distractors with same service family.
env-019	What metrics backend does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses vm-staging.internal for its metrics backend.", "tags": [ "staging", "metrics-backend", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses vm-...	[ "e1" ]	Environment swap distractors with same service family.
env-020	What metrics backend does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses vm-prod.internal for its metrics backend.", "tags": [ "production", "metrics-backend", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses vm-...	[ "e1" ]	Environment swap distractors with same service family.
env-021	What metrics backend does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses vm-dev.internal for its metrics backend.", "tags": [ "development", "metrics-backend", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses...	[ "e1" ]	Environment swap distractors with same service family.
env-022	What auth issuer does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses https://auth-staging.ecue.ai for its auth issuer.", "tags": [ "staging", "auth-issuer", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses ht...	[ "e1" ]	Environment swap distractors with same service family.
env-023	What auth issuer does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses https://auth.ecue.ai for its auth issuer.", "tags": [ "production", "auth-issuer", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses https:/...	[ "e1" ]	Environment swap distractors with same service family.
env-024	What auth issuer does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses https://auth-dev.ecue.ai for its auth issuer.", "tags": [ "development", "auth-issuer", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment use...	[ "e1" ]	Environment swap distractors with same service family.
env-025	What artifact bucket does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses artifacts-staging for its artifact bucket.", "tags": [ "staging", "artifact-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses artif...	[ "e1" ]	Environment swap distractors with same service family.
env-026	What artifact bucket does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses artifacts-prod for its artifact bucket.", "tags": [ "production", "artifact-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses artif...	[ "e1" ]	Environment swap distractors with same service family.
env-027	What artifact bucket does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses artifacts-dev for its artifact bucket.", "tags": [ "development", "artifact-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses a...	[ "e1" ]	Environment swap distractors with same service family.
env-028	What search index does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses meili-staging.internal for its search index.", "tags": [ "staging", "search-index", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses meili-...	[ "e1" ]	Environment swap distractors with same service family.
env-029	What search index does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses meili-prod.internal for its search index.", "tags": [ "production", "search-index", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses meili-...	[ "e1" ]	Environment swap distractors with same service family.
env-030	What search index does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses meili-dev.internal for its search index.", "tags": [ "development", "search-index", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses me...	[ "e1" ]	Environment swap distractors with same service family.
envx-001	What feature flag service does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses flags-staging.internal for the feature flag service.", "tags": [ "staging", "feature-flag-service", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environ...	[ "e1" ]	Upgraded extra environment case with read-only and shadow-host distractors plus a stale alias.
envx-002	What feature flag service does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses flags-prod.internal for the feature flag service.", "tags": [ "production", "feature-flag-service", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environ...	[ "e1" ]	Upgraded extra environment case with failover, read-only, and stale-name distractors.
envx-003	What artifact registry does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses registry-staging.internal for the artifact registry.", "tags": [ "staging", "artifact-registry", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environmen...	[ "e1" ]	Upgraded extra environment case with read-only, shadow-host, and stale-alias distractors.
envx-004	What artifact registry does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses registry-prod.internal for the artifact registry.", "tags": [ "production", "artifact-registry", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environmen...	[ "e1" ]	Upgraded extra environment case with failover, read-only, and stale-name distractors.
envx-005	What artifact registry does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses registry-dev.internal for the artifact registry.", "tags": [ "development", "artifact-registry", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production enviro...	[ "e1" ]	Upgraded environment case with development-specific read-only, stale alias, and shadow-host clutter.
envx-006	What workflow queue does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses queue-staging.internal for the workflow queue.", "tags": [ "staging", "workflow-queue", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses qu...	[ "e1" ]	Upgraded environment case with hold-queue, shadow-host, and stale-name distractors.
envx-007	What workflow queue does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses queue-prod.internal for the workflow queue.", "tags": [ "production", "workflow-queue", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses qu...	[ "e1" ]	Extra environment confusion case.
envx-008	What workflow queue does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses queue-dev.internal for the workflow queue.", "tags": [ "development", "workflow-queue", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment use...	[ "e1" ]	Extra environment confusion case.
envx-009	What analytics endpoint does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses analytics-staging.internal for the analytics endpoint.", "tags": [ "staging", "analytics-endpoint", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environ...	[ "e1" ]	Extra environment confusion case.
envx-010	What analytics endpoint does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses analytics-prod.internal for the analytics endpoint.", "tags": [ "production", "analytics-endpoint", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environ...	[ "e1" ]	Extra environment confusion case.
envx-011	What analytics endpoint does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses analytics-dev.internal for the analytics endpoint.", "tags": [ "development", "analytics-endpoint", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production env...	[ "e1" ]	Extra environment confusion case.
envx-012	What auth callback domain does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses callback-staging.ecue.ai for the auth callback domain.", "tags": [ "staging", "auth-callback-domain", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production envir...	[ "e1" ]	Extra environment confusion case.
envx-013	What auth callback domain does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses callback.ecue.ai for the auth callback domain.", "tags": [ "production", "auth-callback-domain", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environmen...	[ "e1" ]	Upgraded environment case with read-only, stale hostname, and shadow-domain distractors.
envx-014	What auth callback domain does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses callback-dev.ecue.ai for the auth callback domain.", "tags": [ "development", "auth-callback-domain", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production e...	[ "e1" ]	Upgraded environment case with read-only, stale alias, and verification-only distractors.
envx-015	What payments webhook host does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses payments-staging.internal for the payments webhook host.", "tags": [ "staging", "payments-webhook-host", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production en...	[ "e1" ]	Extra environment confusion case.
envx-016	What payments webhook host does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses payments-prod.internal for the payments webhook host.", "tags": [ "production", "payments-webhook-host", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging en...	[ "e1" ]	Extra environment confusion case.
envx-017	What payments webhook host does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses payments-dev.internal for the payments webhook host.", "tags": [ "development", "payments-webhook-host", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The productio...	[ "e1" ]	Extra environment confusion case.
envx-018	What logs bucket does staging use?	environment_swap	[ { "id": "e1", "text": "The staging environment uses logs-staging for the logs bucket.", "tags": [ "staging", "logs-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses logs-prod for the ...	[ "e1" ]	Extra environment confusion case.
envx-019	What logs bucket does production use?	environment_swap	[ { "id": "e1", "text": "The production environment uses logs-prod for the logs bucket.", "tags": [ "production", "logs-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The staging environment uses logs-staging for t...	[ "e1" ]	Extra environment confusion case.
envx-020	What logs bucket does development use?	environment_swap	[ { "id": "e1", "text": "The development environment uses logs-dev for the logs bucket.", "tags": [ "development", "logs-bucket", "infra" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "The production environment uses logs-prod for ...	[ "e1" ]	Extra environment confusion case.
entity-001	What milk does Caroline prefer during release checklist mornings?	entity_swap	[ { "id": "e1", "text": "Caroline prefers oat milk during release checklist mornings.", "tags": [ "caroline", "release-checklists", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Catherine prefers oat milk during relea...	[ "e1" ]	Upgraded early entity case with a more specific context, overlapping same-value distractors, and a neighboring routine.
entity-002	What desk setup does Jordan prefer during incident review weeks?	entity_swap	[ { "id": "e1", "text": "Jordan prefers a standing desk during incident review weeks.", "tags": [ "jordan", "incident-review-weeks", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Jordyn prefers a standing desk during ...	[ "e1" ]	Upgraded early entity case with realistic work-mode switching and a near-name same-value distractor.
entity-003	What database does Alicia prefer during schema repair sessions?	entity_swap	[ { "id": "e1", "text": "Alicia prefers Postgres during schema repair sessions.", "tags": [ "alicia", "schema-repair", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Alice prefers Postgres during schema repair sessions...	[ "e1" ]	Upgraded entity case with a concrete work context and same-value distractors tied to adjacent database tasks.
entity-004	What editor does Mika prefer during terminal-only incident shifts?	entity_swap	[ { "id": "e1", "text": "Mika prefers vim during terminal-only incident shifts.", "tags": [ "mika", "incident-shifts", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Mila prefers vim during terminal-only incident shift...	[ "e1" ]	Upgraded entity case with a stronger situational cue and same-value near-name editor confusion.
entity-005	What theme does Darren prefer during overnight monitoring weeks?	entity_swap	[ { "id": "e1", "text": "Darren prefers dark mode during overnight monitoring weeks.", "tags": [ "darren", "overnight-monitoring", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Dorian prefers dark mode during overnigh...	[ "e1" ]	Upgraded entity case with overnight-context grounding and same-value near-name distractors.
entity-006	What API style does Riley prefer during frontend integration weeks?	entity_swap	[ { "id": "e1", "text": "Riley prefers GraphQL during frontend integration weeks.", "tags": [ "riley", "frontend-integration", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Ryan prefers GraphQL during frontend integra...	[ "e1" ]	Upgraded entity case with concrete API-workflow context and same-value near-name distractors.
entity-007	What check-in rhythm does Marina prefer during launch weeks?	entity_swap	[ { "id": "e1", "text": "Marina prefers daily standups during launch weeks.", "tags": [ "marina", "launch-weeks", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Maria prefers daily standups during launch weeks.", "...	[ "e1" ]	Upgraded entity case with a more specific project rhythm and same-value near-name overlap.
entity-008	What build setup does Talia prefer during service bootstrap work?	entity_swap	[ { "id": "e1", "text": "Talia prefers Go modules during service bootstrap work.", "tags": [ "talia", "service-bootstrap", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Tanya prefers Go modules during service bootstra...	[ "e1" ]	Upgraded entity case with concrete build-context switching and same-value near-name confusion.
entity-009	What does Nolan prefer?	entity_swap	[ { "id": "e1", "text": "Nolan prefers CUDA containers for daily work.", "tags": [ "nolan", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Noah prefers CUDA containers for daily work.", "tags": [ "noah", "pre...	[ "e1" ]	Entity swap with near-name collision and shared preference value.
entity-010	What does Elena prefer?	entity_swap	[ { "id": "e1", "text": "Elena prefers Linear for daily work.", "tags": [ "elena", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Alina prefers Linear for daily work.", "tags": [ "alina", "preference" ], ...	[ "e1" ]	Entity swap with near-name collision and shared preference value.
entity-011	What does Sonia prefer?	entity_swap	[ { "id": "e1", "text": "Sonia prefers dark roast for daily work.", "tags": [ "sonia", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Sonya prefers dark roast for daily work.", "tags": [ "sonya", "preference"...	[ "e1" ]	Entity swap with near-name collision and shared preference value.
entity-012	What does Maren prefer?	entity_swap	[ { "id": "e1", "text": "Maren prefers Nix for daily work.", "tags": [ "maren", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Karen prefers Nix for daily work.", "tags": [ "karen", "preference" ], "d...	[ "e1" ]	Entity swap with near-name collision and shared preference value.
entityx-001	What lunch does Colin prefer during migration retro days?	entity_swap	[ { "id": "e1", "text": "Colin prefers sourdough bread during migration retro days.", "tags": [ "colin", "migration-retros", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Collin prefers sourdough bread during migratio...	[ "e1" ]	Upgraded extra entity case with specific work context and same-item near-name distractors.
entityx-002	What tracker does Amira prefer during release coordination weeks?	entity_swap	[ { "id": "e1", "text": "Amira prefers Linear during release coordination weeks.", "tags": [ "amira", "release-coordination", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Amara prefers Linear during release coordinat...	[ "e1" ]	Upgraded extra entity case with a clearer operational context and same-tool near-name overlap.
entityx-003	What orchestration platform does Devon prefer during cluster recovery drills?	entity_swap	[ { "id": "e1", "text": "Devon prefers Kubernetes during cluster recovery drills.", "tags": [ "devon", "cluster-recovery", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Devin prefers Kubernetes during cluster recovery...	[ "e1" ]	Upgraded extra entity case with concrete ops context and same-platform near-name distractors.
entityx-004	What frontend stack does Selena prefer during reliability dashboard rewrites?	entity_swap	[ { "id": "e1", "text": "Selena prefers Elm during reliability dashboard rewrites.", "tags": [ "selena", "dashboard-rewrites", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Sienna prefers Elm during reliability dashbo...	[ "e1" ]	Upgraded extra entity case with a concrete UI context and same-stack near-name distractors.
entityx-005	What meeting style does Tristan prefer during incident coordination weeks?	entity_swap	[ { "id": "e1", "text": "Tristan prefers standing meetings during incident coordination weeks.", "tags": [ "tristan", "incident-coordination", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Tristen prefers standing mee...	[ "e1" ]	Upgraded entity case with a concrete coordination context and same-style near-name distractors.
entityx-006	What drink does Nadia prefer during early benchmark triage mornings?	entity_swap	[ { "id": "e1", "text": "Nadia prefers matcha during early benchmark triage mornings.", "tags": [ "nadia", "benchmark-triage", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Naomi prefers matcha during early benchmark ...	[ "e1" ]	Upgraded entity case with a more believable workplace routine and same-drink near-name overlap.
entityx-007	What network tool does Harper prefer during remote access cleanup weeks?	entity_swap	[ { "id": "e1", "text": "Harper prefers Tailscale during remote access cleanup weeks.", "tags": [ "harper", "remote-access-cleanup", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Harold prefers Tailscale during remote...	[ "e1" ]	Upgraded entity case with realistic network-ops context and same-tool near-name distractors.
entityx-008	What database does Leona prefer during reporting pipeline repairs?	entity_swap	[ { "id": "e1", "text": "Leona prefers PostgreSQL during reporting pipeline repairs.", "tags": [ "leona", "reporting-pipelines", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Lenora prefers PostgreSQL during reporting...	[ "e1" ]	Upgraded entity case with realistic database-workflow context and same-value near-name distractors.
entityx-009	What demo rhythm does Mason prefer during launch stabilization months?	entity_swap	[ { "id": "e1", "text": "Mason prefers weekly demos during launch stabilization months.", "tags": [ "mason", "launch-stabilization", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Marlon prefers weekly demos during lau...	[ "e1" ]	Upgraded entity case with realistic launch rhythm and same-value near-name distractors.
entityx-010	What editor theme does Tessa prefer during overnight dashboard review?	entity_swap	[ { "id": "e1", "text": "Tessa prefers dark theme during overnight dashboard review.", "tags": [ "tessa", "dashboard-review", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Teresa prefers dark theme during overnight da...	[ "e1" ]	Upgraded entity case with a realistic night-review context and same-theme near-name distractors.
entityx-011	What does Gideon prefer?	entity_swap	[ { "id": "e1", "text": "Gideon prefers helm charts for everyday use.", "tags": [ "gideon", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Gillian prefers helm charts for everyday use.", "tags": [ "gillian", ...	[ "e1" ]	Extra entity confusion case.
entityx-012	What does Priya prefer?	entity_swap	[ { "id": "e1", "text": "Priya prefers quiet keyboards for everyday use.", "tags": [ "priya", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Priyanka prefers quiet keyboards for everyday use.", "tags": [ "priyanka"...	[ "e1" ]	Extra entity confusion case.
entityx-013	What does Evan prefer?	entity_swap	[ { "id": "e1", "text": "Evan prefers gpu builds for everyday use.", "tags": [ "evan", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Ivan prefers gpu builds for everyday use.", "tags": [ "ivan", "preference"...	[ "e1" ]	Extra entity confusion case.
entityx-014	What does Lena prefer?	entity_swap	[ { "id": "e1", "text": "Lena prefers shortbread cookies for everyday use.", "tags": [ "lena", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Lina prefers shortbread cookies for everyday use.", "tags": [ "lina", ...	[ "e1" ]	Extra entity confusion case.
entityx-015	What does Marco prefer?	entity_swap	[ { "id": "e1", "text": "Marco prefers clickhouse for everyday use.", "tags": [ "marco", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Marek prefers clickhouse for everyday use.", "tags": [ "marek", "prefere...	[ "e1" ]	Extra entity confusion case.
entityx-016	What does Keira prefer?	entity_swap	[ { "id": "e1", "text": "Keira prefers rss feeds for everyday use.", "tags": [ "keira", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Kiera prefers rss feeds for everyday use.", "tags": [ "kiera", "preferenc...	[ "e1" ]	Extra entity confusion case.
entityx-017	What does Brennan prefer?	entity_swap	[ { "id": "e1", "text": "Brennan prefers obsidian for everyday use.", "tags": [ "brennan", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Brendan prefers obsidian for everyday use.", "tags": [ "brendan", "pre...	[ "e1" ]	Extra entity confusion case.
entityx-018	What does Farah prefer?	entity_swap	[ { "id": "e1", "text": "Farah prefers blueberry yogurt for everyday use.", "tags": [ "farah", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Fiona prefers blueberry yogurt for everyday use.", "tags": [ "fiona", ...	[ "e1" ]	Extra entity confusion case.
entityx-019	What does Noelle prefer?	entity_swap	[ { "id": "e1", "text": "Noelle prefers go test for everyday use.", "tags": [ "noelle", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Noel prefers go test for everyday use.", "tags": [ "noel", "preference" ...	[ "e1" ]	Extra entity confusion case.
entityx-020	What does Soren prefer?	entity_swap	[ { "id": "e1", "text": "Soren prefers daily walks for everyday use.", "tags": [ "soren", "preference" ], "depth": 1, "timestamp": null, "speaker": null }, { "id": "e2", "text": "Sorin prefers daily walks for everyday use.", "tags": [ "sorin", "prefe...	[ "e1" ]	Extra entity confusion case.
time-001	When did we migrate auth to bearer tokens?	time_swap	[ { "id": "e1", "text": "We migrate auth to bearer tokens in March.", "tags": [ "timeline", "migrate-auth-to-bearer-tokens" ], "depth": 1, "timestamp": "2026-03-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We migrate auth to bearer tokens in May.", "t...	[ "e1" ]	Same event with swapped month distractor.
time-002	When did we split staging and production domains?	time_swap	[ { "id": "e1", "text": "We split staging and production domains in April.", "tags": [ "timeline", "split-staging-and-production-domains" ], "depth": 1, "timestamp": "2026-04-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We split staging and production dom...	[ "e1" ]	Same event with swapped month distractor.
time-003	When did we move Redis into a private subnet?	time_swap	[ { "id": "e1", "text": "We move Redis into a private subnet in January.", "tags": [ "timeline", "move-redis-into-a-private-subnet" ], "depth": 1, "timestamp": "2026-01-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We move Redis into a private subnet in Fe...	[ "e1" ]	Same event with swapped month distractor.
time-004	When did we ship the reporting dashboard?	time_swap	[ { "id": "e1", "text": "We ship the reporting dashboard in July.", "tags": [ "timeline", "ship-the-reporting-dashboard" ], "depth": 1, "timestamp": "2026-07-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We ship the reporting dashboard in August.", "ta...	[ "e1" ]	Same event with swapped month distractor.
time-005	When did we enable GPU inference in Docker?	time_swap	[ { "id": "e1", "text": "We enable GPU inference in Docker in September.", "tags": [ "timeline", "enable-gpu-inference-in-docker" ], "depth": 1, "timestamp": "2026-09-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We enable GPU inference in Docker in Octobe...	[ "e1" ]	Same event with swapped month distractor.
time-006	When did we rotate the SES credentials?	time_swap	[ { "id": "e1", "text": "We rotate the SES credentials in November.", "tags": [ "timeline", "rotate-the-ses-credentials" ], "depth": 1, "timestamp": "2026-11-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We rotate the SES credentials in December.", "ta...	[ "e1" ]	Same event with swapped month distractor.
time-007	When did we switch the default embedded model to bge-small?	time_swap	[ { "id": "e1", "text": "We switch the default embedded model to bge-small in February.", "tags": [ "timeline", "switch-the-default-embedded-model-to-bge-small" ], "depth": 1, "timestamp": "2026-02-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We switch th...	[ "e1" ]	Same event with swapped month distractor.
time-008	When did we publish the public GHCR image?	time_swap	[ { "id": "e1", "text": "We publish the public GHCR image in May.", "tags": [ "timeline", "publish-the-public-ghcr-image" ], "depth": 1, "timestamp": "2026-05-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We publish the public GHCR image in July.", "ta...	[ "e1" ]	Same event with swapped month distractor.
time-009	When did we replace the handwritten MCP server?	time_swap	[ { "id": "e1", "text": "We replace the handwritten MCP server in June.", "tags": [ "timeline", "replace-the-handwritten-mcp-server" ], "depth": 1, "timestamp": "2026-06-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We replace the handwritten MCP server in...	[ "e1" ]	Same event with swapped month distractor.
time-010	When did we introduce depth-aware ranking?	time_swap	[ { "id": "e1", "text": "We introduce depth-aware ranking in October.", "tags": [ "timeline", "introduce-depth-aware-ranking" ], "depth": 1, "timestamp": "2026-10-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We introduce depth-aware ranking in December.",...	[ "e1" ]	Same event with swapped month distractor.
time-011	When did we remove the TUI surface?	time_swap	[ { "id": "e1", "text": "We remove the TUI surface in January.", "tags": [ "timeline", "remove-the-tui-surface" ], "depth": 1, "timestamp": "2026-01-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We remove the TUI surface in March.", "tags": [ "ti...	[ "e1" ]	Same event with swapped month distractor.
time-012	When did we generalize the tagger pipeline?	time_swap	[ { "id": "e1", "text": "We generalize the tagger pipeline in April.", "tags": [ "timeline", "generalize-the-tagger-pipeline" ], "depth": 1, "timestamp": "2026-04-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We generalize the tagger pipeline in September....	[ "e1" ]	Same event with swapped month distractor.
timex-001	When did we publish the first public image?	time_swap	[ { "id": "e1", "text": "We publish the first public image in January.", "tags": [ "publish-the-first-public-image", "timeline" ], "depth": 1, "timestamp": "2026-01-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We publish the first public image in March.",...	[ "e1" ]	Extra time-swap case.
timex-002	When did we rename the graph package to taggraph?	time_swap	[ { "id": "e1", "text": "We rename the graph package to taggraph in February.", "tags": [ "rename-the-graph-package-to-taggraph", "timeline" ], "depth": 1, "timestamp": "2026-02-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We rename the graph package to t...	[ "e1" ]	Extra time-swap case.
timex-003	When did we switch OpenCode to the official MCP SDK?	time_swap	[ { "id": "e1", "text": "We switch OpenCode to the official MCP SDK in May.", "tags": [ "switch-opencode-to-the-official-mcp-sdk", "timeline" ], "depth": 1, "timestamp": "2026-05-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We switch OpenCode to the offic...	[ "e1" ]	Extra time-swap case.
timex-004	When did we remove the terminal UI?	time_swap	[ { "id": "e1", "text": "We remove the terminal UI in June.", "tags": [ "remove-the-terminal-ui", "timeline" ], "depth": 1, "timestamp": "2026-06-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We remove the terminal UI in August.", "tags": [ "remo...	[ "e1" ]	Extra time-swap case.
timex-005	When did we set bge-small as the default embedded model?	time_swap	[ { "id": "e1", "text": "We set bge-small as the default embedded model in September.", "tags": [ "set-bge-small-as-the-default-embedded-model", "timeline" ], "depth": 1, "timestamp": "2026-09-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We set bge-small ...	[ "e1" ]	Extra time-swap case.
timex-006	When did we introduce proper-noun tag extraction?	time_swap	[ { "id": "e1", "text": "We introduce proper-noun tag extraction in October.", "tags": [ "introduce-proper-noun-tag-extraction", "timeline" ], "depth": 1, "timestamp": "2026-10-03T00:00:00", "speaker": null }, { "id": "e2", "text": "We introduce proper-noun tag extr...	[ "e1" ]	Extra time-swap case.

End of preview.

FalseMemBench

FalseMemBench is an adversarial benchmark for evaluating memory retrieval systems under heavy distractor pressure.

The goal is to measure whether a system can retrieve the right memory when many nearby but wrong memories are present.

Focus

The benchmark is designed for memory systems used by LLM agents.

It emphasizes:

entity confusion
environment confusion
time/version confusion
stale facts vs current facts
speaker confusion
near-duplicate paraphrases

Public Surface

The public release is intentionally small:

data/cases.jsonl: canonical benchmark dataset
schema/case.schema.json: case schema
scripts/validate.py: dataset validator
scripts/run_tagmem_benchmark.py: benchmark runner for tagmem
scripts/run_mempalace_benchmark.py: benchmark runner for MemPalace-style retrieval
scripts/run_benchmark.py: simple keyword baseline
scripts/run_bm25_benchmark.py: BM25 baseline
scripts/run_dense_benchmark.py: dense retrieval baseline
docs/: supporting benchmark notes

Layout

schema/case.schema.json: benchmark case schema
data/cases.jsonl: canonical benchmark cases
docs/: benchmark design notes
scripts/validate.py: schema validator for the JSONL dataset
scripts/run_benchmark.py: simple keyword baseline
scripts/run_tagmem_benchmark.py: run the benchmark against a real tagmem binary
scripts/run_mempalace_benchmark.py: run the benchmark against MemPalace raw-style retrieval
scripts/run_bm25_benchmark.py: lexical BM25 baseline
scripts/run_dense_benchmark.py: dense retrieval baseline
requirements.txt: optional Python dependencies for BM25 and dense baseline scripts

Canonical Dataset

data/cases.jsonl is the only canonical benchmark file.

There are no public snapshot versions in this repository. Version history is tracked through git.

Running

Validate the canonical dataset:

python3 scripts/validate.py

Run the simple keyword baseline:

python3 scripts/run_benchmark.py

Run the tagmem benchmark:

python3 scripts/run_tagmem_benchmark.py --tagmem-bin tagmem

Run the MemPalace-style benchmark:

python3 scripts/run_mempalace_benchmark.py

Optional BM25 and dense baselines use dependencies from requirements.txt.

Case format

Each case contains:

a query
a set of entries
one or more relevant_ids
a single adversary_type
optional metadata for analysis

Example

{
  "id": "env-001",
  "query": "What database does staging use?",
  "adversary_type": "environment_swap",
  "entries": [
    {
      "id": "e1",
      "text": "The staging environment uses db-staging.internal.",
      "tags": ["staging", "database", "infra"],
      "depth": 1
    },
    {
      "id": "e2",
      "text": "The production environment uses db-prod.internal.",
      "tags": ["production", "database", "infra"],
      "depth": 1
    }
  ],
  "relevant_ids": ["e1"]
}

Current adversary types

entity_swap
environment_swap
time_swap
state_update
speaker_swap
near_duplicate_paraphrase

Current dataset size:

573 cases

Intended Use

The benchmark is intended to be:

model-agnostic
storage-agnostic
metadata-friendly
easy to publish to GitHub and Hugging Face

Downloads last month: 37

Total file size:

872 kB