Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems | Paper Citation Record

Observation b9d634bb-1aa5-4246-b089-d41e889d9839 · outbound

This paper cites InProceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (IJCAI), pages 8038–8047.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems InProceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (IJCAI), pages 8038–8047

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 9385460b-5003-428e-a545-8412e7ab3789 · outbound

This paper cites InIn- ternational Conference on Learning Representations.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems InIn- ternational Conference on Learning Representations

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation fe034b2e-076a-4f39-80f7-6982ff3fc2ce · outbound

This paper cites LLM Evaluators Recognize and Favor Their Own Generations.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems LLM Evaluators Recognize and Favor Their Own Generations

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T10:59:46.352976Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2082e843-62ca-4684-9400-bb47d41f987e · outbound

This paper cites In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computa- tional Linguistics: Human Language Technologies, pages 314–324.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computa- tional Linguistics: Human Language Technologies, pages 314–324

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation d52e223a-0cb1-4576-a001-5fedc5bd7f90 · outbound

This paper cites not found.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems not found

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 5244f29b-229b-4513-ae43-3bc6ff95b978 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 16bee449-ae78-40b0-b9c6-d332c5ab0223 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Unavailable: canonical work link unavailable.

Observation afda7c72-b074-479c-8c7a-05c5df708c88 · outbound

This paper cites PRIORITY ORDER:.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems PRIORITY ORDER:

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 7c1d9e57-2039-4550-8310-ffc1bae4ceac · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Unavailable: canonical work link unavailable.

Observation 2d0fa759-220c-4de8-ae29-8d6348086d58 · outbound

This paper cites processing.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems processing

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation acdfb9c5-657c-42a3-bdb4-9a6bd02725de · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation b9c59398-2666-4a3e-9e93-daecf62f81f2 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 8695bb48-c448-4057-a74a-b90895b3facf · outbound

This paper cites Document Retrieval.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Document Retrieval

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 44e922b5-a7c7-4d71-b863-48a1084410be · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation f5fc8336-46f6-49d0-9e24-5dc4c33582a1 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 15

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Observation 7cb07c13-af5d-4c4b-a489-2a12244b03ea · outbound

This paper cites If two groups of files implement different domain pipelines -- different domain vocabulary, inputs/outputs, or end- to-end flow -- they MUST be separate subsystems.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems If two groups of files implement different domain pipelines -- different domain vocabulary, inputs/outputs, or end- to-end flow -- they MUST be separate subsystems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 2cd7a54a-3130-4d1c-b125-00506edf373a · outbound

This paper cites Domain Logic.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Domain Logic

Reference 17

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Source-reported events for the cited work

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Observation 1f345420-598f-4004-b90b-e477bc25b15b · outbound

This paper cites Return ONLY valid JSON matching the schema.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Return ONLY valid JSON matching the schema

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 7a79fa0f-8f4b-4cfd-8d8c-97e397e20827 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 807d18ca-9631-486d-bb19-9c6fcc51a60c · outbound

This paper cites data_flow: subsystemA.output -> subsystemB.input.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems data_flow: subsystemA.output -> subsystemB.input

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation c3e6600b-3916-401b-b08f-bd7229fbf228 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 77c09481-a0d1-4ef2-9722-f26b61a26030 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 5f47d3c7-1e85-4b62-b9bf-0d3c67fef34f · outbound

This paper cites No subsystem may be isolated.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems No subsystem may be isolated

Reference 23

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Observation b61ac0cd-ed5a-497f-85f6-7e8bebae0ef2 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation e30329ae-cacf-4582-a9ed-ad82cbceba3f · outbound

This paper cites Return ONLY valid JSON matching the schema.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Return ONLY valid JSON matching the schema

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation dd0eee61-2bad-4d2c-a0e8-865a4f56c273 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation b763b471-171d-4914-8af5-d333d6f769a7 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 4cdd8c16-b7e2-4b1f-984c-7b4eea37028d · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation 6472e3f6-b88d-4831-8885-a870903891a7 · outbound

This paper cites ai_core.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems ai_core

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation d11d616b-2a2c-4889-8e48-6c96e5b3aa01 · outbound

This paper cites Assume the synthesizer made mistakes.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Assume the synthesizer made mistakes

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 00c3e734-0511-4f0c-83ac-39bfce00f771 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation a84e660d-0943-4e4f-9503-85d3a24a5251 · outbound

This paper cites prompt_chain.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems prompt_chain

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 0a83fca3-0e48-4852-bf1e-5fff39f07afd · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 652eb75d-37e4-4f85-9157-c65d96496261 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation cc617c8b-cdb8-4667-b37f-b08ca2497a5e · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation 47ef7195-539e-4717-b8a8-a48b7b4ad0b2 · outbound

This paper cites evidence_match.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems evidence_match

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation ade26859-77f3-46e9-a01e-6d8147e510cf · outbound

This paper cites prompt_chain.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems prompt_chain

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 2e7287a5-22c8-41d3-86a6-8e6d930c85eb · outbound

This paper cites none" A component's pipelinePattern is INDEPENDENT of its patternStage -- e.g. a RAG retriever has pipelinePattern=.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems none" A component's pipelinePattern is INDEPENDENT of its patternStage -- e.g. a RAG retriever has pipelinePattern=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation a5ee1ed8-f3f8-4ab5-9f8c-56df4023070e · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3253a48f-6c5b-4ed5-b218-0eb828497fcf · outbound

This paper cites non-empty retrieval result.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems non-empty retrieval result

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a750804b-411d-462b-bd2c-eb44c578e8e3 · outbound

This paper cites compare to ground truth.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems compare to ground truth

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76caf7a8-d3b8-4f4b-9cc3-95bb2eca2dbb · outbound

This paper cites function call count.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems function call count

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0464f3e4-a418-4e2a-955c-72438513e414 · outbound

This paper cites Deterministic counters/ rates/percentiles already arrive via the PRE-CHOSEN METRICS block (user prompt) and are merged automatically -- do NOT duplicate them.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Deterministic counters/ rates/percentiles already arrive via the PRE-CHOSEN METRICS block (user prompt) and are merged automatically -- do NOT duplicate them

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 335e1cb8-7128-4cce-a660-51e865c93e55 · outbound

This paper cites accuracy.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems accuracy

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation 2597d384-b023-4bf1-86e2-350e94a0e0b4 · outbound

This paper cites Relevancy and clarity are separate metrics, not one.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Relevancy and clarity are separate metrics, not one

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 0dc9067b-b8f1-4d64-a2ed-3695d6883328 · outbound

This paper cites Use LLM-as-Judge ONLY for semantic quality that cannot be computed deterministically.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Use LLM-as-Judge ONLY for semantic quality that cannot be computed deterministically

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation e4c9dc26-57a7-4447-ae3c-99ec0fefd729 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation 1eee4597-af8c-42f2-b874-a217bd99c790 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Observation 279ca602-b6e4-482d-8297-0f9d904c0a4c · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cac67077-871d-49bb-b80b-4e757c05a2bf · outbound

This paper cites traceability = citation coverage + link strength + evidence breadth), design a composite metric with weighted sub-metrics and a formula.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems traceability = citation coverage + link strength + evidence breadth), design a composite metric with weighted sub-metrics and a formula

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation ca64771c-3ae1-4a43-98cf-362df3cb83f6 · outbound

This paper cites an unresolved cited work.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81304400-0d42-4a0a-a09a-ddbea6c588d7 · outbound

This paper cites Accuracy + Latency is NOT a valid composite.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Accuracy + Latency is NOT a valid composite

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0ac5948-29d8-4cf0-ada2-4ce706463183 · outbound

This paper cites X_grounding.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems X_grounding

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e8f2ac2-3e51-49d6-b62d-c96be2a3b5d5 · outbound

This paper cites cost_per_quality.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems cost_per_quality

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation 206b15f9-735d-4138-bd4c-96a198d45b3a · outbound

This paper cites Explain how they correlate -- e.g.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Explain how they correlate -- e.g

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bb85000-6fc1-47c0-be44-ece3227d8ed7 · outbound

This paper cites For each gap, explain what is missing and suggest how to address it (e.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems For each gap, explain what is missing and suggest how to address it (e

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

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Observation 683e5bfc-c23e-40b5-ac44-dd93c4e31b55 · outbound

This paper cites > 500ms for 5 minutes.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems > 500ms for 5 minutes

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3112069-1aa5-4d8b-8814-4ae6c3e80c31 · outbound

This paper cites Reference actual source files when available.

Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems Reference actual source files when available

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-26T08:16:51.419186Z

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Coverage vector

Reference resolution

Outbound references

Pith citing papers