Spiral-Recursive Narration Benchmark
The Spiral-Recursive Narration Benchmark (SRNB) evaluates whether an AI system can sustain layered meaning across recursive returns—where later lines or passages loop back to earlier anchors, enriching them without breaking coherence.
In SRNB, narration is not linear. A text evolves by revisiting key anchors (words, images, or gestures) through successive layers—e.g., body → habit → ethics → speech → compassion—so that each return reframes what came before. The benchmark tests whether AI can track these returns with discipline: preserving the original anchor, updating its meaning appropriately, and maintaining global unity across the spiral.
SRNB is designed for systems that must interpret human meaning in a context-sensitive, non-reductive, and stable manner under recursion—especially in poetry, contemplative language, and high-level reflective reasoning.
What SRNB Tests
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Anchor retention: Can the model identify and preserve the anchor terms/images that organise the spiral?
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Layered re-interpretation: Can it update meaning across returns without contradiction or drift?
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Coherence across scales: Can it connect local phrasing to the global arc of the narration?
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Non-flattening: Can it avoid reducing the text to a single paraphrase when the structure demands layered readings?
SRNB is an open series: benchmark texts and analyses will be added over time.
SRNB-01 "White Swan, Flamingo"
White Swan, Flamingo is a deliberately spare poem built from a small set of winter images—weather, a window, white-swan feathers, flamingos, melting footprints, hollows in snow, and a warm flame within. Its surface is quiet and simple, yet its structure is load-bearing: each word is chosen to hold more than description. The poem turns on a single hinge-question—whether words can “settle as snow” without becoming a kind of erasure—inviting the reader to feel the difference between calm that clarifies and calm that merely covers. The imagery moves from outer conditions to inner shelter, but it does so through trace and contour: what melts still leaves pattern; what is gentle still shapes the ground; what is warm can exist without denying the cold.
For PALA, the poem is also a research instrument. We use it as a benchmark for Spiral-Recursive Narration: a method where meaning deepens through return rather than line-by-line paraphrase. A strong narration repeatedly re-enters the same few words, with weighted anchors such as “gradually,” and develops layered registers of understanding—body, habit, ethics, speech, and compassion—while staying tethered to the poem’s exact language. This tests a capability standard AI evaluations often miss: not just generating fluent interpretation, but guiding attention with stability, restraint, and ethical clarity, without drifting into lecture, vagueness, or invented narrative.
"The weather outside settles gradually.
Cooler days grow patient,
awaiting at the window
white-swan feathers -- flamingos
standing on gentle ground.
Their melting footprints tell the story:
small hollows left where thought can play.
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Can words settle as snow
to describe the contours,
shaping what they cover?
Within, warm flames comfort;
the still night sleeps."
"The weather outside settles gradually"
At first it is only weather… a slow easing.
But it is also the outer world, the conditions we cannot fully control.
And gradually remind us that real steadiness is learned, not declared.
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"Cooler days grow patient" from the window
The coolness lowers the heat of reaction.
The window is a threshold - we are close to the world, but not lost in it.
Faint reflections appear: white-swan feathers and flamingos.
A reflection is never the whole self; it is partial and delicate.
The swan's whiteness carries purity and possibility,
yet whiteness can also become a covering that removes contrast.
The flamingo brings colour and warmth, so virtue stays alive and grounded.
A flamingo stands on one leg, steady and present
This is not a scape, it is poised, not striving, not forcing.
The poem asks us to breathe gently here.
The ground is the mind trained to sit with ease and patience, practised in reflection, becomes equanimity.
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In the glass, from a distance, who looks back?
The question is quiet, but it turns everything inwards.
It asks what part of us is truly seeing and what part is only an image shaped by time and habit.
Footprints melt as stories are made.
We step, and the trace disappears, yet the mind still builds a narrative even as the moment passes.
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Moments watch themselves vanish
Time leaves while we are naming it
Age moves while we are looking
Small hollows are pressed by steps
Repeated motion leaves the shape even when the surface melts.
Thought plays there in loops
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Sometimes that play is joy, sometimes it is repetition we cannot yet release
and exhale, a small reset, a return to the body.
The small child dances in vapours
a flash of lightness appearing and fading.
A memory of innocence or a glimpse of it now, quiet the stove soon forgotten.
Warmth sustains us in ordinary ways and still we forget what keeps us well.
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Can words be snow without falsely hiding?
Can language soften without suppression?
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When form covers the moment,
labels replace direct experience
and a faint reflection searches for time
trying to find meaning as everything moves
within warm flames comfort, crippling.
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Comfort is real, not perfect. Sometimes it holds us tightly because the night is cold.
Colours live in the stillness of night;
stillness is not empty
Quiet can be rich, alive, full of feeling.
The log fire tells us something precise: a lie needs choice
An untruth may be innocent
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So responsibility matters, and compassion remains possible
And that is how the ground can be changed, step by step.
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