Claim LD01-SL-C21 (v1.0)
Off-the-shelf ChatGPT and GPT-4 reached only 55% and 59% accuracy on 3-digit by 3-digit multiplication, and accuracy on compositional tasks fell towards zero as complexity grew; the authors hypothesize that transformers reduce multi-step reasoning to “linearized path matching.”
Research opportunities this claim motivates
What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.
- Do the failure patterns of 2023–2024 language models persist in reasoning models?Accuracy on multi-digit multiplication falls towards zero as compositional depth grows.
Provenance and status
- Claim type
- ESTIMATE + INTERPRETATION (as printed: “ESTIMATE / INTERPRETATION”)
- Publication status
- ELIGIBLE (QUALIFIED) (as printed: “ELIGIBLE WITH QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
- Does not license
- A claim about later reasoning models
- Source (field 6, as printed)
- Dziri et al., “Faith and Fate: Limits of Transformers on Compositionality,” NeurIPS 2023
- Source type (field 7)
- PEER_REVIEWED_CONFERENCE_PAPER (as printed: “Peer-reviewed conference paper”)
- Institutional position
- Independent academic and nonprofit research (Allen Institute for AI, University of Washington, University of Southern California, University of Chicago)
- Maturity (claim evidence / publication maturity)
- EMERGING (as printed: “EMERGING”)
- Recorded date
- 2026-10-16
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Current version v1.0, resolved through the explicit current pointer CLAIM--LD01-SL-C21.
Pinned Sources (field 6, version-specific)
- “Dziri et al., “Faith and Fate: Limits of Transformers on Compositionality,” NeurIPS 2023” → SRC-SL-DZIRI-ET-AL-FAITH-FATE-ARXIV-2305-18654--v1.0 — Dziri et al., “Faith and Fate: Limits of Transformers on Compositionality,” NeurIPS 2023; class PEER_REVIEWED_CONFERENCE_PAPER (explicit public provenance pin)
All 25 canonical Claim fields (raw values and normalized values)
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD01-SL-C21 | — |
| 2 | PUBLIC-FACING CLAIM | Off-the-shelf ChatGPT and GPT-4 reached only 55% and 59% accuracy on 3-digit by 3-digit multiplication, and accuracy on compositional tasks fell towards zero as complexity grew; the authors hypothesize that transformers reduce multi-step reasoning to “linearized path matching.” | — |
| 3 | CLAIM TYPE | ESTIMATE / INTERPRETATION | base_types: ESTIMATE, INTERPRETATION |
| 4 | RESEARCH STRAND | B — Evidence that could tell the accounts apart | — |
| 5 | MATURITY | EMERGING | states: EMERGING |
| 6 | SOURCE | Dziri et al., “Faith and Fate: Limits of Transformers on Compositionality,” NeurIPS 2023 | source_ids: SRC-SL-DZIRI-ET-AL-FAITH-FATE-ARXIV-2305-18654 |
| 7 | SOURCE TYPE | Peer-reviewed conference paper | classes: PEER_REVIEWED_CONFERENCE_PAPER |
| 8 | INSTITUTIONAL POSITION | Independent academic and nonprofit research (Allen Institute for AI, University of Washington, University of Southern California, University of Chicago) | — |
| 9 | SCOPE | Three compositional tasks (multiplication, logic grid puzzles, a dynamic-programming problem); 2023 models | — |
| 10 | DESIGN | Experiments with zero-shot, few-shot, scratchpad and fine-tuned models, and a theoretical argument on error propagation | — |
| 11 | SAMPLE / DATASET | Three task families at increasing complexity | — |
| 12 | MODEL / TOOL / VERSION | GPT-3 (fine-tuned), ChatGPT, GPT-4 | — |
| 13 | COMPARATOR | Task complexity; in-distribution and out-of-distribution problems | — |
| 14 | MAIN RESULT | 55% (ChatGPT) and 59% (GPT-4) on 3×3-digit multiplication; near-perfect in-distribution after fine-tuning but failure out of distribution | — |
| 15 | INFERENTIAL TARGET | Whether transformers solve compositional tasks systematically | — |
| 16 | DOES NOT LICENSE | A claim about later reasoning models | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED | state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Read in arXiv version 3 (31 October 2023); 2023 models without later reasoning methods; the pattern-matching reading is inferred from frequency correlations | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | LD01-SL-C20, LD01-SL-C22 | — |
| 20 | GEOGRAPHY / LANGUAGE | English task set | — |
| 21 | DISTRIBUTIONAL LEDGER | Not analysed in this claim | — |
| 22 | R01 / FIELD-MAP LINKS | LD-01, T4, D3 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Models that keep accuracy as the size of compositional problems grows | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH QUALIFIER | state: ELIGIBLE · qualifiers: QUALIFIED |
| 25 | RECORDED DATE | 2026-10-16 | — |
Field 22 references resolved against Field Map v0.2: LD-01 (LIVING_DEBATE); T4 (TENSION); D3 (DOMAIN)
Cited by Living Debate versions
Research-of-record provenance
Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 a66eb961ff8e9dff08a5ae5925f00110418b1bb1eb4127592b6769d29f460788.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD01-SL-C21 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-16; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-01 debate; a new Claim, first version, written from the project's LD-01 source notes, checked against full texts, official web pages or official abstracts. Block “ENTRY 21 — LD01-SL-C21” SHA-256
93d619f6555d8e3ff954f31982f70cb9e9d8bc090ba7c595ab2915083295234f; fixturefixtures/authored/claims/LD01-SL-C21--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD01-SL-C21 v1.0); the first version of a new Claim of the LD-01 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD01-SL-C21 v1.0" (Project Lead (Claude, AI), 2026-10-16); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-01 debate; a new Claim, first version, written from the project's LD-01 source notes, checked against full texts, official web pages or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-DZIRI-ET-AL-FAITH-FATE-ARXIV-2305-18654--v1.0 — basis: field 6 of ENTRY 21 — LD01-SL-C21 cites "Dziri et al., “Faith and Fate: Limits of Transformers on Compositionality,” NeurIPS 2023"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-DZIRI-ET-AL-FAITH-FATE-ARXIV-2305-18654--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Dziri et al., “Faith and Fate: Limits of Transformers on Compositionality,” NeurIPS 2023".