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ARC (Challenge) Benchmark (Common Sense Reasoning)
Common sense reasoning tasks are intended to require the model to go beyond pattern recognition. Instead, the model should use "common sense" or world knowledge to make inferences.
The archive carries no text for this table; the description above is the archive's text for the task Common Sense Reasoning. archive 2025-07-28
Over time archive 2025-07-28
The chart needs JavaScript; the table below carries every value.
Direction inferred from the metric name, not from the archive: Accuracy (higher is better). Points are placed at the row's paper date; 52 of 54 rows carry one.
Results archive 2025-07-28
Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.
| Paper | Code | Ran Syntology | Report | |||||
|---|---|---|---|---|---|---|---|---|
| 1 | GPT-4 (few-shot, k=25) | 96.4 | – | Paper | Code | 2023 | 2 of 5 ran · 3 unverified | report |
| 2 | PaLM 2 (few-shot, CoT, SC) | 95.1 | – | Paper | Code | 2023 | linked, not harvested | report |
| 3 | Shivaay (4B, few-shot, k=8) | 91.04 | – | – | – | not matched | report | |
| 4 | StupidLLM | 91.03 | – | – | – | not matched | report | |
| 5 | Claude 2 (few-shot, k=5) | 91 | – | Paper | – | 2023 | no code linked | report |
| 6 | Claude 1.3 (few-shot, k=5) | 90 | – | Paper | – | 2023 | no code linked | report |
| 7 | PaLM 540B (Self Improvement, Self Consistency) | 89.8 | – | Paper | – | 2022 | no code linked | report |
| 8 | PaLM 540B (Self Consistency) | 88.7 | – | Paper | – | 2022 | no code linked | report |
| 9 | PaLM 540B (Self Improvement, CoT Prompting) | 88.3 | – | Paper | – | 2022 | no code linked | report |
| 10 | PaLM 540B (Self Improvement, Standard-Prompting) | 87.2 | – | Paper | – | 2022 | no code linked | report |
| 11 | PaLM 540B (Standard-Prompting) | 87.1 | – | Paper | – | 2022 | no code linked | report |
| 12 | ST-MoE-32B 269B (fine-tuned) | 86.5 | – | Paper | Code | 2022 | 5 of 5 ran · 0 unverified | report |
| 13 | Claude Instant 1.1 (few-shot, k=5) | 85.7 | – | Paper | – | 2023 | no code linked | report |
| 14 | GPT-3.5 (few-shot, k=25) | 85.2 | – | Paper | Code | 2023 | 2 of 5 ran · 3 unverified | report |
| 15 | PaLM 540B (CoT Prompting) | 85.2 | – | Paper | – | 2022 | no code linked | report |
| 16 | LLaMA 3 8B + MoSLoRA (fine-tuned) | 81.5 | – | Paper | Code | 2024 | 4 of 6 ran · 2 unverified | report |
| 17 | LLaMA-3 8B + MixLoRA | 79.9 | – | Paper | Code | 2024 | 6 of 11 ran · 5 unverified | report |
| 18 | LLaMA-2 13B + MixLoRA | 69.9 | – | Paper | Code | 2024 | 6 of 11 ran · 5 unverified | report |
| 19 | PaLM 2-L (1-shot) | 69.2 | – | Paper | Code | 2023 | linked, not harvested | report |
| 20 | GAL 120B (zero-shot) | 67.9 | ✓ | Paper | Code | 2022 | 0 of 2 ran · 2 unverified | report |
| 21 | Camelidae-8×34B | 65.2 | – | Paper | Code | 2024 | linked, not harvested | report |
| 22 | PaLM 2-M (1-shot) | 64.9 | – | Paper | Code | 2023 | linked, not harvested | report |
| 23 | FLAN 137B (few-shot, k=13) | 63.8 | – | Paper | Code | 2021 | 0 of 1 ran · 1 unverified | report |
| 24 | FLAN 137B (zero-shot) | 63.1 | – | Paper | Code | 2021 | 0 of 1 ran · 1 unverified | report |
| 25 | PaLM 2-S (1-shot) | 59.6 | – | Paper | Code | 2023 | linked, not harvested | report |
| 26 | LLaMA-2 7B + MixLoRA | 58.1 | – | Paper | Code | 2024 | 6 of 11 ran · 5 unverified | report |
| 27 | LLaMA 33B (zero-shot) | 57.8 | – | Paper | Code | 2023 | 26 of 58 ran · 32 unverified | report |
| 28 | ST-MoE-L 4.1B (fine-tuned) | 56.9 | – | Paper | Code | 2022 | 5 of 5 ran · 0 unverified | report |
| 29 | LLaMA 65B (zero-shot) | 56.0 | ✓ | Paper | Code | 2023 | 26 of 58 ran · 32 unverified | report |
| 30 | Mistral 7B (0-shot) | 55.5 | – | Paper | Code | 2023 | 9 of 11 ran · 2 unverified | report |
| 31 | GPT-3 175B (1 shot) | 53.2 | ✓ | Paper | Code | 2020 | 15 of 65 ran · 50 unverified | report |
| 32 | LLaMA 13B (zero-shot) | 52.7 | – | Paper | Code | 2023 | 26 of 58 ran · 32 unverified | report |
| 33 | GPT-3 (zero-shot) | 51.4 | – | Paper | Code | 2022 | 0 of 2 ran · 2 unverified | report |
| 34 | GPT-3 175B (0-shot) | 51.4 | – | Paper | Code | 2020 | 15 of 65 ran · 50 unverified | report |
| 35 | BLOOM 176B (1-shot) | 50.85 | – | Paper | Code | 2023 | linked, not harvested | report |
| 36 | GLaM 64B/64E (0 shot) | 50.3 | ✓ | Paper | – | 2021 | no code linked | report |
| 37 | UL2 20B (chain-of-thought + self-consistency) | 49.5 | – | Paper | Code | 2022 | 0 of 16 ran · 16 unverified | report |
| 38 | Bloomberg GPT 50B (1-shot) | 48.63 | – | Paper | Code | 2023 | linked, not harvested | report |
| 39 | GLaM 64B/64E (1 shot) | 48.2 | ✓ | Paper | – | 2021 | no code linked | report |
| 40 | LLaMA 7B (zero-shot) | 47.6 | – | Paper | Code | 2023 | 26 of 58 ran · 32 unverified | report |
| 41 | GPT-NeoX 20B (1-shot) | 45.39 | – | Paper | Code | 2023 | linked, not harvested | report |
| 42 | phi-1.5-web 1.3B (zero-shot) | 44.9 | – | Paper | Code | 2023 | linked, not harvested | report |
| 43 | OPT 66B (one-shot) | 44.54 | – | Paper | Code | 2023 | linked, not harvested | report |
| 44 | OPT-175B | 43.94 | – | Paper | Code | 2023 | 2 of 12 ran · 10 unverified | report |
| 45 | UL2 20B (chain-of-thought) | 42.9 | – | Paper | Code | 2022 | 0 of 16 ran · 16 unverified | report |
| 46 | SparseGPT (175B, 50% Sparsity) | 41.3 | – | Paper | Code | 2023 | 2 of 12 ran · 10 unverified | report |
| 47 | SparseGPT (175B, 4:8 Sparsity) | 39.85 | – | Paper | Code | 2023 | 2 of 12 ran · 10 unverified | report |
| 48 | SparseGPT (175B, 2:4 Sparsity) | 38.99 | – | Paper | Code | 2023 | 2 of 12 ran · 10 unverified | report |
| 49 | Pythia 12B (5-shot) | 36.8 | – | Paper | Code | 2023 | linked, not harvested | report |
| 50 | BLOOM (few-shot, k=5) | 32.9 | – | Paper | Code | 2022 | 0 of 2 ran · 2 unverified | report |
| 51 | Pythia 12B (0-shot) | 31.8 | – | Paper | Code | 2023 | linked, not harvested | report |
| 52 | OPT (few-shot, k=5) | 31.1 | – | Paper | Code | 2022 | 0 of 2 ran · 2 unverified | report |
| 53 | UL2 20B (zero-shot) | 29.8 | – | Paper | Code | 2022 | 0 of 16 ran · 16 unverified | report |
| 54 | OPT-175B (50% Sparsity) | 25.6 | – | Paper | Code | 2023 | 2 of 12 ran · 10 unverified | report |
All 54 rows shown. 52 link to a paper page on this site; 5 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28
Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 29 rows have a graph line, from 11 distinct papers; 20 rows (8 papers) have at least one sample that ran. Counting each paper once: Syntology ran 69 of 192 samples; 123 unverified. Separately, 30 of those 192 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections