Bounded definition
The cited source supports treating context window position effects as a distinct mechanism within the stated agentic systems and mcp scope. Within this page, that proposition is limited to Limited to Long-context experiments, position effects, retrieval and question-answering tasks, and limitations. in “Lost in the Middle: How Language Models Use Long Contexts”; this candidate records the concept boundary and does not pool results from uncited systems or studies.
Definition and evidence boundary
A source-bounded mechanism record for context window position effects within agentic systems and mcp. The bounded proposition retained by the canonical record is: The cited source supports treating context window position effects as a distinct mechanism within the stated agentic systems and mcp scope.
The applicable scope is Limited to Long-context experiments, position effects, retrieval and question-answering tasks, and limitations. in “Lost in the Middle: How Language Models Use Long Contexts”; this candidate records the concept boundary and does not pool results from uncited systems or studies. This definition must not be generalized beyond the cited source and exact record boundary.
Claims: urn:maha:claim:agentic-systems-mcp-context-window-position-effects
Mechanism and technical context
The study reports position-dependent performance on specified long-context tasks and models. This is the source-bound technical context for the record; no uncited mechanism is added by the compiler.
Context window position effects does not by itself establish system-level performance, safety, manufacturability, scalability, economic advantage, clinical benefit, or deployment readiness. The mechanism or method is therefore presented as one component of a larger system, not as evidence for every downstream outcome.
Claims: urn:maha:claim:agentic-systems-mcp-context-window-position-effects
How to interpret the evidence
No cross-source quantitative interval is asserted. Definitions, operating conditions, samples, instruments, and outcome measures must be checked against the exact cited locator during review. The evidence maturity recorded here is single study, and the claim kind is theoretical model.
Independent replication and cross-platform transfer have not been compiled for this candidate; the evidence maturity refers only to the bounded source contract. Benchmark position effects do not define a universal token limit or predict every model and workflow. These qualifications travel with the claim whenever it is reused.
Claims: urn:maha:claim:agentic-systems-mcp-context-window-position-effects
What the source supports and what remains unknown
The inspected source supports exactly this: The study reports position-dependent performance on specified long-context tasks and models. It was read at Long-context experiments, position effects, retrieval and question-answering tasks, and limitations.
What remains unknown is everything outside that locator. Context window position effects does not by itself establish system-level performance, safety, manufacturability, scalability, economic advantage, clinical benefit, or deployment readiness. No quantity, comparison, or downstream outcome is established here unless a separately scoped record measures it.
Claims: urn:maha:claim:agentic-systems-mcp-context-window-position-effects
Comparison and calculation boundary
Applicability is decided explicitly, not filled with generic material.
This record carries 1 source-bound proposition and therefore has no second supported side. A comparison would have to be manufactured from an adjacent title rather than from a second inspected claim, which the gate forbids.
The canonical claim declares no reproducible numerical inputs, equation, units, or uncertainty propagation; recorded uncertainty kind is qualitative. Supplying sample values would invent an unsupported quantitative result.
Limitations and prohibited inference
The claim stops where its evidence stops.
- record boundary
Context window position effects does not by itself establish system-level performance, safety, manufacturability, scalability, economic advantage, clinical benefit, or deployment readiness.
- record boundary
A source-bounded mechanism, method, or measurement record does not establish manufacturing yield, economic advantage, safety, clinical benefit, or commercial readiness unless those outcomes are measured in a separately scoped record.
- prohibited inference
Do not use this context window position effects record to claim that the surrounding technology is proven, safe, scalable, commercially available, or strategically superior.
- prohibited inference
Do not transfer a reported result across hardware, organisms, protocols, datasets, operating conditions, or outcome definitions without a declared comparison contract.
- editorial
This compilation reorganizes an existing inspected claim and its declared source; it does not add a new experiment, measurement, or independent replication.
- editorial
Internal editorial inspection is not external peer review, and no result on this page has been independently reproduced.
Related records and mathematical bridges
Typed links expose context without asserting equivalence.
When no declared bridge edge is present, related records are linked by shared evidence or canonical domain adjacency. Those links are navigational and do not claim mathematical or physical equivalence.
Claim ledger
Every proposition keeps its own evidence state.
The cited source supports treating context window position effects as a distinct mechanism within the stated agentic systems and mcp scope.
- Scope
- Limited to Long-context experiments, position effects, retrieval and question-answering tasks, and limitations. in “Lost in the Middle: How Language Models Use Long Contexts”; this candidate records the concept boundary and does not pool results from uncited systems or studies.
- Boundary
- Context window position effects does not by itself establish system-level performance, safety, manufacturability, scalability, economic advantage, clinical benefit, or deployment readiness.
- Uncertainty
- No cross-source quantitative interval is asserted. Definitions, operating conditions, samples, instruments, and outcome measures must be checked against the exact cited locator during review.
- Replication
- Independent replication and cross-platform transfer have not been compiled for this candidate; the evidence maturity refers only to the bounded source contract.
Primary sources
Citation, locator, rights, and boundary travel together.
Source 1 · Transactions of the Association for Computational Linguistics
Lost in the Middle: How Language Models Use Long Contexts
Nelson F. Liu, Kevin Lin, John Hewitt, et al.
- Exact locator
- Long-context experiments, position effects, retrieval and question-answering tasks, and limitations.
- Establishes
- The study reports position-dependent performance on specified long-context tasks and models.
- Boundary
- Benchmark position effects do not define a universal token limit or predict every model and workflow.
- Rights basis
- citation with paraphrase · The candidate uses original boundary language and a short paraphrase linked to the cited source. No source passage, figure, or table is reproduced.