id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
28,931 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126819.173 | 46.700 | 16.429 | 42.672 | -100 | -69 | -100 | -83 | -72 | -71 | -58 | -64 |
| B | 1724127058.149 | 134.156 | 42.001 | 42.672 | -85 | -94 | -84 | -82 | -88 | -76 | -85 | -90 |
| C | 1724127204.147 | 14.434 | 93.702 | 42.672 | -83 | -88 | -82 | -100 | -70 | -81 | -78 | -65 |
| D | 1724126932.137 | 43.303 | 28.332 | 42.672 | -79 | -58 | -70 | -100 | -85 | -69 | -56 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126798.142
- **Target RSSI fingerprint:** [-91, -100, -100, -93, -100, -87, -88, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53209498300434,
26.14264488220215,
42.672000000000004
] | 4 |
28,639 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939518.151 | 1.698 | 21.379 | 42.672 | -79 | -76 | -71 | -73 | -72 | -65 | -70 | -76 |
| B | 1725939565.143 | 73.869 | 79.158 | 42.672 | -69 | -73 | -77 | -77 | -77 | -75 | -77 | -66 |
| C | 1725939766.173 | 56.038 | 91.088 | 42.672 | -70 | -80 | -77 | -76 | -78 | -73 | -76 | -65 |
| D | 1725939425.182 | 1.698 | 24.152 | 42.672 | -84 | -77 | -71 | -74 | -75 | -70 | -80 | -77 |
| E | 1725939784.138 | 98.492 | 47.017 | 42.672 | -76 | -72 | -77 | -81 | -77 | -77 | -77 | -71 |
| F | 1725939802.162 | 75.567 | 37.728 | 42.672 | -85 | -75 | -77 | -69 | -73 | -74 | -75 | -64 |
| G | 1725939460.364 | 105.284 | 20.927 | 42.672 | -83 | -78 | -76 | -73 | -76 | -75 | -68 | -61 |
| H | 1725939356.147 | 50.944 | 98.360 | 42.672 | -69 | -75 | -76 | -73 | -75 | -74 | -72 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939256.145
- **Target RSSI fingerprint:** [-90, -74, -79, -73, -68, -75, -68, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64282239441579,
16.66759490966797,
42.672000000000004
] | 8 |
7,948 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833484.151 | 106.133 | 44.097 | 60.960 | -89 | -79 | -78 | -78 | -65 | -77 | -78 | -75 |
| B | 1722833532.146 | 25.472 | 80.604 | 60.960 | -86 | -84 | -86 | -78 | -82 | -78 | -83 | -85 |
| C | 1722833793.181 | 131.605 | 63.233 | 60.960 | -87 | -95 | -82 | -82 | -74 | -87 | -73 | -81 |
| D | 1722833405.164 | 61.982 | 7.206 | 60.960 | -85 | -96 | -87 | -89 | -100 | -84 | -79 | -83 |
| E | 1722833899.152 | 102.737 | 90.942 | 60.960 | -87 | -96 | -86 | -86 | -88 | -81 | -78 | -77 |
| F | 1722833624.158 | 45.000 | 20.980 | 60.960 | -83 | -89 | -89 | -83 | -87 | -76 | -77 | -82 |
| G | 1722834091.161 | 65.378 | 6.370 | 60.960 | -98 | -101 | -99 | -80 | -85 | -94 | -84 | -98 |
| H | 1722833598.179 | 128.208 | 58.881 | 60.960 | -93 | -82 | -79 | -73 | -78 | -85 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833437.164
- **Target RSSI fingerprint:** [-89, -93, -85, -83, -78, -77, -83, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792500448740012,
55.138421058654785,
60.96
] | 8 |
30,392 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691623.169 | 196.988 | 95.573 | 51.816 | -81 | -80 | -82 | -75 | -71 | -79 | -80 | -74 |
| B | 1723691241.152 | 27.171 | 71.288 | 51.816 | -69 | -100 | -79 | -79 | -100 | -76 | -77 | -78 |
| C | 1723691865.141 | 162.175 | 17.597 | 51.816 | -74 | -74 | -84 | -85 | -83 | -78 | -77 | -100 |
| D | 1723691250.153 | 68.776 | 53.679 | 51.816 | -65 | -100 | -77 | -100 | -100 | -74 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691561.154
- **Target RSSI fingerprint:** [-100, -84, -85, -81, -66, -78, -76, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.78061857362115,
138.7019920349121,
51.816
] | 4 |
35,583 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130477.132 | 1.698 | 119.699 | 60.960 | -90 | -98 | -100 | -86 | -100 | -100 | -93 | -84 |
| B | 1724130027.133 | 57.738 | 68.263 | 60.960 | -81 | -100 | -76 | -71 | -77 | -78 | -71 | -69 |
| C | 1724130076.122 | 133.307 | 66.524 | 60.960 | -83 | -81 | -78 | -78 | -74 | -81 | -72 | -64 |
| D | 1724129983.129 | 121.419 | 31.225 | 60.960 | -84 | -78 | -100 | -84 | -78 | -72 | -74 | -72 |
| E | 1724130363.131 | 62.832 | 3.756 | 60.960 | -84 | -82 | -100 | -84 | -80 | -68 | -70 | -64 |
| F | 1724130101.133 | 60.285 | 68.528 | 60.960 | -77 | -77 | -78 | -77 | -78 | -72 | -76 | -62 |
| G | 1724130261.156 | 129.061 | 70.877 | 60.960 | -79 | -83 | -79 | -73 | -73 | -80 | -68 | -66 |
| H | 1724129931.131 | 37.360 | 43.686 | 60.960 | -76 | -73 | -77 | -79 | -80 | -73 | -74 | -71 |
| I | 1724129936.122 | 45.851 | 25.652 | 60.960 | -77 | -74 | -76 | -73 | -81 | -79 | -75 | -69 |
| J | 1724130128.131 | 54.342 | 29.314 | 60.960 | -81 | -83 | -74 | -69 | -70 | -74 | -66 | -69 |
| K | 1724130282.123 | 67.078 | 72.629 | 60.960 | -78 | -83 | -77 | -82 | -78 | -72 | -77 | -62 |
| L | 1724130032.119 | 75.569 | 77.565 | 60.960 | -82 | -80 | -78 | -79 | -74 | -68 | -77 | -68 |
| M | 1724129844.120 | 70.474 | 73.651 | 60.960 | -100 | -79 | -76 | -83 | -74 | -68 | -75 | -68 |
| N | 1724129920.139 | 49.247 | 60.022 | 60.960 | -85 | -81 | -80 | -84 | -76 | -80 | -76 | -64 |
| O | 1724129898.132 | 119.721 | 91.221 | 60.960 | -80 | -83 | -78 | -83 | -72 | -81 | -74 | -63 |
| P | 1724130285.129 | 53.492 | 65.476 | 60.960 | -80 | -81 | -79 | -81 | -78 | -81 | -76 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129970.122
- **Target RSSI fingerprint:** [-78, -75, -81, -75, -78, -73, -77, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.09918905663525,
52.61704921722412,
60.96
] | 16 |
38,002 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693522.150 | 179.157 | 57.023 | 60.960 | -81 | -80 | -79 | -81 | -80 | -72 | -75 | -79 |
| B | 1723693223.148 | 187.648 | 81.838 | 60.960 | -81 | -75 | -79 | -73 | -65 | -76 | -77 | -65 |
| C | 1723693403.138 | 130.759 | 33.853 | 60.960 | -100 | -100 | -75 | -79 | -100 | -76 | -73 | -74 |
| D | 1723693237.144 | 218.215 | 102.553 | 60.960 | -82 | -82 | -79 | -75 | -78 | -80 | -78 | -80 |
| E | 1723693379.147 | 162.175 | 98.891 | 60.960 | -80 | -78 | -76 | -72 | -76 | -81 | -75 | -71 |
| F | 1723693367.149 | 202.932 | 132.797 | 60.960 | -82 | -100 | -100 | -78 | -79 | -74 | -79 | -77 |
| G | 1723693125.170 | 184.252 | 48.835 | 60.960 | -80 | -80 | -78 | -83 | -80 | -77 | -73 | -78 |
| H | 1723693461.152 | 183.403 | 34.423 | 60.960 | -79 | -74 | -81 | -83 | -83 | -83 | -70 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693384.168
- **Target RSSI fingerprint:** [-76, -73, -77, -73, -74, -74, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64642871424323,
82.75407791137695,
60.96
] | 8 |
24,815 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943282.145 | 21.227 | 53.599 | 60.960 | -74 | -79 | -80 | -75 | -72 | -76 | -75 | -70 |
| B | 1725943086.176 | 9.340 | 62.994 | 60.960 | -73 | -80 | -76 | -74 | -76 | -77 | -65 | -72 |
| C | 1725943091.173 | 9.340 | 59.266 | 60.960 | -73 | -81 | -75 | -74 | -80 | -76 | -75 | -67 |
| D | 1725943223.158 | 18.679 | 114.762 | 60.960 | -73 | -85 | -77 | -80 | -80 | -72 | -69 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943479.155
- **Target RSSI fingerprint:** [-76, -76, -74, -75, -71, -69, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.151535594026484,
46.910786628723145,
60.96
] | 4 |
37,086 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698420.148 | 73.870 | 33.309 | 51.816 | -74 | -74 | -76 | -81 | -77 | -72 | -71 | -69 |
| B | 1723698387.145 | 102.739 | 79.702 | 51.816 | -77 | -100 | -76 | -71 | -70 | -79 | -77 | -76 |
| C | 1723697981.173 | 76.418 | 49.631 | 51.816 | -81 | -71 | -77 | -79 | -67 | -76 | -72 | -63 |
| D | 1723698194.158 | 56.889 | 69.577 | 51.816 | -77 | -100 | -76 | -81 | -68 | -81 | -72 | -72 |
| E | 1723698247.158 | 65.380 | 51.821 | 51.816 | -100 | -82 | -74 | -74 | -75 | -62 | -67 | -67 |
| F | 1723698408.152 | 90.003 | 26.488 | 51.816 | -100 | -71 | -76 | -77 | -68 | -71 | -75 | -64 |
| G | 1723698452.165 | 22.076 | 33.455 | 51.816 | -78 | -71 | -86 | -77 | -80 | -80 | -76 | -75 |
| H | 1723698100.161 | 27.171 | 31.278 | 51.816 | -100 | -68 | -100 | -67 | -76 | -73 | -80 | -70 |
| I | 1723698012.156 | 30.567 | 57.593 | 51.816 | -76 | -85 | -75 | -81 | -79 | -79 | -74 | -72 |
| J | 1723697946.156 | 72.172 | 21.551 | 51.816 | -73 | -76 | -76 | -81 | -80 | -80 | -74 | -68 |
| K | 1723698228.153 | 110.381 | 36.998 | 51.816 | -83 | -74 | -82 | -78 | -75 | -80 | -74 | -78 |
| L | 1723698258.161 | 52.643 | 63.512 | 51.816 | -81 | -100 | -76 | -80 | -68 | -80 | -77 | -65 |
| M | 1723698245.153 | 70.474 | 42.863 | 51.816 | -74 | -78 | -74 | -82 | -75 | -74 | -70 | -68 |
| N | 1723698454.147 | 27.171 | 24.033 | 51.816 | -80 | -65 | -77 | -77 | -80 | -70 | -78 | -74 |
| O | 1723698183.146 | 16.982 | 46.115 | 51.816 | -74 | -100 | -75 | -76 | -100 | -66 | -72 | -65 |
| P | 1723698013.140 | 34.813 | 59.624 | 51.816 | -77 | -77 | -78 | -80 | -79 | -77 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698178.164
- **Target RSSI fingerprint:** [-75, -77, -76, -78, -78, -70, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528974417915375,
42.31923580169678,
51.816
] | 16 |
36,536 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128635.142 | 75.569 | 68.953 | 51.816 | -84 | -65 | -78 | -100 | -76 | -74 | -78 | -64 |
| B | 1724128594.132 | 55.191 | 1.354 | 51.816 | -100 | -100 | -84 | -75 | -73 | -81 | -62 | -80 |
| C | 1724128471.124 | 115.476 | 29.513 | 51.816 | -75 | -74 | -73 | -83 | -78 | -79 | -100 | -77 |
| D | 1724128394.144 | 23.774 | 69.086 | 51.816 | -100 | -66 | -77 | -80 | -100 | -77 | -79 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128386.137
- **Target RSSI fingerprint:** [-100, -80, -80, -88, -100, -76, -82, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490860038552757,
106.2559175491333,
51.816
] | 4 |
36,473 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690021.187 | 146.043 | 19.096 | 42.672 | -85 | -84 | -85 | -88 | -100 | -100 | -67 | -72 |
| B | 1723689736.148 | 129.061 | 64.189 | 42.672 | -86 | -80 | -86 | -78 | -79 | -74 | -74 | -76 |
| C | 1723689580.143 | 11.038 | 78.096 | 42.672 | -83 | -77 | -100 | -80 | -77 | -84 | -71 | -75 |
| D | 1723689954.137 | 158.779 | 52.856 | 42.672 | -83 | -83 | -74 | -100 | -89 | -83 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690091.180
- **Target RSSI fingerprint:** [-100, -83, -86, -75, -100, -83, -80, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
230.95136422981136,
91.32674217224121,
42.672000000000004
] | 4 |
13,108 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008620.158 | 176.605 | 38.856 | 51.816 | -83 | -84 | -87 | -83 | -77 | -75 | -70 | -81 |
| B | 1723008452.137 | 22.925 | 83.484 | 51.816 | -80 | -82 | -75 | -77 | -82 | -77 | -86 | -74 |
| C | 1723008506.149 | 142.642 | 9.913 | 51.816 | -86 | -84 | -85 | -85 | -72 | -66 | -71 | -79 |
| D | 1723008565.157 | 9.340 | 71.687 | 51.816 | -76 | -80 | -76 | -66 | -78 | -100 | -75 | -100 |
| E | 1723008230.172 | 14.434 | 83.165 | 51.816 | -81 | -82 | -77 | -78 | -82 | -78 | -87 | -74 |
| F | 1723007925.163 | 140.944 | 80.113 | 51.816 | -69 | -66 | -76 | -83 | -82 | -80 | -76 | -71 |
| G | 1723007942.167 | 151.133 | 33.879 | 51.816 | -76 | -75 | -78 | -84 | -75 | -73 | -70 | -80 |
| H | 1723008407.155 | 146.039 | 4.339 | 51.816 | -78 | -74 | -71 | -86 | -86 | -67 | -88 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008589.144
- **Target RSSI fingerprint:** [-85, -86, -89, -83, -76, -81, -71, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.66090996270374,
87.12003231048584,
51.816
] | 8 |
15,843 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008622.166 | 183.397 | 31.517 | 51.816 | -84 | -83 | -77 | -80 | -100 | -68 | -73 | -100 |
| B | 1723008616.156 | 162.171 | 54.674 | 51.816 | -76 | -81 | -80 | -86 | -79 | -69 | -76 | -81 |
| C | 1723007937.159 | 144.341 | 58.536 | 51.816 | -84 | -73 | -83 | -84 | -77 | -71 | -76 | -77 |
| D | 1723008093.152 | 76.416 | 41.165 | 51.816 | -71 | -77 | -80 | -76 | -75 | -100 | -83 | -79 |
| E | 1723008509.152 | 154.529 | 10.125 | 51.816 | -84 | -82 | -86 | -84 | -64 | -74 | -76 | -75 |
| F | 1723008388.157 | 145.190 | 57.010 | 51.816 | -86 | -74 | -83 | -80 | -76 | -71 | -76 | -77 |
| G | 1723008026.143 | 33.962 | 28.624 | 51.816 | -82 | -81 | -73 | -66 | -75 | -78 | -75 | -62 |
| H | 1723008014.172 | 3.396 | 78.627 | 51.816 | -81 | -78 | -86 | -78 | -80 | -79 | -77 | -72 |
| I | 1723008223.157 | 50.095 | 85.129 | 51.816 | -81 | -79 | -78 | -79 | -76 | -88 | -83 | -67 |
| J | 1723008449.149 | 38.208 | 84.161 | 51.816 | -75 | -83 | -74 | -76 | -78 | -88 | -83 | -69 |
| K | 1723008128.144 | 22.925 | 84.798 | 51.816 | -81 | -81 | -75 | -83 | -81 | -70 | -71 | -82 |
| L | 1723008222.156 | 55.189 | 85.435 | 51.816 | -76 | -77 | -78 | -75 | -72 | -84 | -83 | -64 |
| M | 1723008202.146 | 87.453 | 30.323 | 51.816 | -84 | -88 | -72 | -88 | -83 | -83 | -81 | -85 |
| N | 1723008173.173 | 158.775 | 9.940 | 51.816 | -85 | -72 | -86 | -80 | -79 | -72 | -74 | -83 |
| O | 1723007836.150 | 213.964 | 2.216 | 51.816 | -98 | -94 | -100 | -97 | -87 | -84 | -88 | -93 |
| P | 1723008072.153 | 145.190 | 37.967 | 51.816 | -92 | -91 | -86 | -88 | -72 | -82 | -87 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008255.151
- **Target RSSI fingerprint:** [-71, -83, -76, -69, -100, -79, -76, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15123492695363,
12.460885047912598,
51.816
] | 16 |
28,133 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942903.148 | 34.812 | 22.533 | 60.960 | -77 | -67 | -82 | -100 | -73 | -76 | -73 | -74 |
| B | 1725943545.158 | 56.038 | 10.882 | 60.960 | -75 | -74 | -78 | -84 | -69 | -76 | -73 | -67 |
| C | 1725943013.176 | 13.585 | 92.216 | 60.960 | -78 | -77 | -66 | -72 | -76 | -74 | -75 | -74 |
| D | 1725943078.141 | 38.208 | 47.296 | 60.960 | -75 | -74 | -79 | -71 | -77 | -73 | -74 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943114.165
- **Target RSSI fingerprint:** [-76, -70, -82, -79, -71, -78, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75526362525522,
12.805914878845215,
60.96
] | 4 |
3,629 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994512.204 | 82.359 | 37.874 | 51.816 | -89 | -78 | -85 | -79 | -81 | -77 | -74 | -67 |
| B | 1731994613.191 | 84.906 | 96.768 | 51.816 | -93 | -90 | -82 | -84 | -89 | -78 | -84 | -76 |
| C | 1731994334.243 | 122.265 | 69.444 | 51.816 | -95 | -89 | -92 | -83 | -77 | -84 | -77 | -79 |
| D | 1731994532.208 | 95.095 | 73.637 | 51.816 | -91 | -87 | -86 | -84 | -85 | -78 | -73 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994339.223
- **Target RSSI fingerprint:** [-90, -87, -87, -77, -80, -76, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52907444985935,
81.85169219970703,
51.816
] | 4 |
35,674 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123120.146 | 33.963 | 27.430 | 60.960 | -74 | -84 | -81 | -74 | -80 | -82 | -76 | -66 |
| B | 1724123440.141 | 108.683 | 43.115 | 60.960 | -81 | -70 | -85 | -78 | -80 | -72 | -75 | -66 |
| C | 1724123564.138 | 49.247 | 66.644 | 60.960 | -78 | -100 | -84 | -83 | -78 | -78 | -81 | -69 |
| D | 1724123158.131 | 86.607 | 87.545 | 60.960 | -79 | -80 | -85 | -83 | -77 | -72 | -76 | -68 |
| E | 1724123366.124 | 77.267 | 22.241 | 60.960 | -77 | -75 | -80 | -80 | -76 | -79 | -68 | -62 |
| F | 1724123180.141 | 113.778 | 45.212 | 60.960 | -79 | -85 | -81 | -85 | -77 | -89 | -72 | -75 |
| G | 1724123145.126 | 28.869 | 56.771 | 60.960 | -80 | -91 | -81 | -73 | -78 | -79 | -72 | -68 |
| H | 1724123052.131 | 11.038 | 51.250 | 60.960 | -78 | -80 | -75 | -69 | -79 | -75 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123535.117
- **Target RSSI fingerprint:** [-76, -78, -78, -100, -77, -81, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13572986102102,
39.78459358215332,
60.96
] | 8 |
23,232 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939691.148 | 63.680 | 79.582 | 42.672 | -76 | -77 | -75 | -76 | -67 | -74 | -79 | -62 |
| B | 1725939607.138 | 22.925 | 60.168 | 42.672 | -72 | -72 | -78 | -75 | -81 | -77 | -74 | -65 |
| C | 1725939848.137 | 47.548 | 17.424 | 42.672 | -80 | -100 | -74 | -72 | -87 | -60 | -72 | -76 |
| D | 1725939552.259 | 26.321 | 121.397 | 42.672 | -74 | -74 | -74 | -78 | -70 | -75 | -72 | -69 |
| E | 1725939260.126 | 101.039 | 33.693 | 42.672 | -75 | -74 | -76 | -79 | -84 | -74 | -69 | -61 |
| F | 1725939243.163 | 71.322 | 14.624 | 42.672 | -83 | -80 | -64 | -70 | -85 | -71 | -76 | -84 |
| G | 1725939892.149 | 56.888 | 11.598 | 42.672 | -77 | -75 | -71 | -76 | -81 | -73 | -76 | -82 |
| H | 1725939747.168 | 15.283 | 100.802 | 42.672 | -74 | -74 | -79 | -78 | -72 | -74 | -71 | -67 |
| I | 1725939746.160 | 14.434 | 95.666 | 42.672 | -68 | -74 | -74 | -77 | -75 | -74 | -71 | -68 |
| J | 1725939750.150 | 18.679 | 117.151 | 42.672 | -73 | -80 | -77 | -75 | -68 | -78 | -70 | -67 |
| K | 1725939786.186 | 104.435 | 42.306 | 42.672 | -73 | -72 | -72 | -72 | -65 | -69 | -75 | -59 |
| L | 1725939472.150 | 104.435 | 48.596 | 42.672 | -76 | -77 | -75 | -76 | -74 | -74 | -78 | -69 |
| M | 1725939480.145 | 73.869 | 72.735 | 42.672 | -78 | -75 | -76 | -78 | -73 | -75 | -79 | -70 |
| N | 1725939957.153 | 43.302 | 12.368 | 42.672 | -100 | -100 | -100 | -74 | -95 | -83 | -100 | -100 |
| O | 1725939353.176 | 41.604 | 105.553 | 42.672 | -80 | -74 | -76 | -75 | -70 | -75 | -75 | -71 |
| P | 1725939624.149 | 0.849 | 31.199 | 42.672 | -80 | -74 | -77 | -77 | -81 | -75 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939265.147
- **Target RSSI fingerprint:** [-100, -71, -100, -100, -66, -100, -66, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536656098384,
46.52594566345215,
42.672000000000004
] | 16 |
4,947 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838983.146 | 68.774 | 135.637 | 51.816 | -79 | -80 | -81 | -70 | -71 | -72 | -68 | -67 |
| B | 1722838771.161 | 51.793 | 157.904 | 51.816 | -90 | -91 | -88 | -91 | -79 | -81 | -88 | -74 |
| C | 1722838990.165 | 90.850 | 107.702 | 51.816 | -78 | -77 | -86 | -87 | -71 | -71 | -68 | -63 |
| D | 1722838787.163 | 100.189 | 95.839 | 51.816 | -80 | -77 | -80 | -72 | -78 | -75 | -71 | -69 |
| E | 1722838947.174 | 38.208 | 96.383 | 51.816 | -83 | -83 | -78 | -78 | -79 | -85 | -70 | -81 |
| F | 1722838797.167 | 112.925 | 99.010 | 51.816 | -84 | -83 | -76 | -76 | -77 | -79 | -77 | -67 |
| G | 1722839028.188 | 104.435 | 174.890 | 51.816 | -100 | -75 | -100 | -72 | -85 | -77 | -72 | -78 |
| H | 1722839258.175 | 35.661 | 143.426 | 51.816 | -85 | -76 | -81 | -74 | -72 | -83 | -72 | -72 |
| I | 1722839046.210 | 66.227 | 169.901 | 51.816 | -75 | -79 | -84 | -83 | -85 | -74 | -73 | -76 |
| J | 1722838876.156 | 48.397 | 97.975 | 51.816 | -83 | -91 | -84 | -92 | -85 | -81 | -89 | -83 |
| K | 1722839271.161 | 18.679 | 120.654 | 51.816 | -76 | -77 | -85 | -71 | -70 | -87 | -71 | -76 |
| L | 1722838955.169 | 11.887 | 125.631 | 51.816 | -88 | -86 | -86 | -81 | -79 | -85 | -80 | -85 |
| M | 1722839016.140 | 134.152 | 124.158 | 51.816 | -83 | -85 | -82 | -81 | -91 | -81 | -81 | -83 |
| N | 1722838932.157 | 72.170 | 64.720 | 51.816 | -80 | -92 | -75 | -91 | -93 | -75 | -87 | -86 |
| O | 1722839080.182 | 47.548 | 93.370 | 51.816 | -85 | -92 | -85 | -95 | -76 | -79 | -85 | -78 |
| P | 1722839034.166 | 93.397 | 194.517 | 51.816 | -79 | -84 | -81 | -81 | -93 | -76 | -75 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838870.154
- **Target RSSI fingerprint:** [-79, -79, -73, -76, -70, -82, -67, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.30219033492219,
94.49836254119873,
51.816
] | 16 |
39,487 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690000.135 | 195.290 | 41.788 | 42.672 | -100 | -89 | -80 | -80 | -83 | -86 | -79 | -72 |
| B | 1723690100.159 | 211.422 | 128.417 | 42.672 | -78 | -85 | -82 | -84 | -79 | -77 | -65 | -71 |
| C | 1723689874.168 | 201.233 | 53.639 | 42.672 | -100 | -84 | -75 | -89 | -84 | -78 | -86 | -79 |
| D | 1723690153.151 | 157.081 | 50.573 | 42.672 | -80 | -82 | -80 | -88 | -82 | -76 | -86 | -75 |
| E | 1723690081.150 | 224.159 | 78.587 | 42.672 | -100 | -84 | -100 | -80 | -85 | -87 | -90 | -88 |
| F | 1723689674.338 | 200.384 | 51.117 | 42.672 | -100 | -84 | -78 | -83 | -87 | -78 | -86 | -83 |
| G | 1723690118.153 | 172.364 | 104.305 | 42.672 | -72 | -88 | -100 | -84 | -78 | -86 | -86 | -89 |
| H | 1723689697.182 | 222.461 | 112.599 | 42.672 | -73 | -76 | -100 | -81 | -68 | -76 | -67 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689923.133
- **Target RSSI fingerprint:** [-82, -89, -80, -89, -82, -89, -85, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
155.38271931638045,
90.7693862915039,
42.672000000000004
] | 8 |
39,691 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698379.153 | 95.098 | 90.066 | 51.816 | -79 | -73 | -75 | -82 | -83 | -77 | -73 | -71 |
| B | 1723698241.171 | 77.267 | 26.129 | 51.816 | -77 | -77 | -79 | -73 | -78 | -81 | -74 | -73 |
| C | 1723698225.148 | 122.268 | 42.001 | 51.816 | -74 | -77 | -76 | -81 | -84 | -76 | -74 | -76 |
| D | 1723698388.144 | 105.287 | 75.694 | 51.816 | -75 | -74 | -75 | -77 | -68 | -74 | -69 | -74 |
| E | 1723697974.176 | 108.683 | 66.684 | 51.816 | -81 | -79 | -81 | -83 | -84 | -78 | -77 | -76 |
| F | 1723698045.169 | 124.816 | 45.013 | 51.816 | -70 | -73 | -76 | -76 | -75 | -74 | -73 | -100 |
| G | 1723698155.169 | 84.059 | 52.750 | 51.816 | -100 | -100 | -75 | -83 | -80 | -70 | -72 | -62 |
| H | 1723698479.159 | 11.038 | 61.442 | 51.816 | -72 | -71 | -100 | -67 | -70 | -100 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698050.143
- **Target RSSI fingerprint:** [-100, -100, -73, -78, -73, -75, -70, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
120.57018988452101,
43.27470302581787,
51.816
] | 8 |
18,905 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833612.164 | 73.019 | 11.134 | 60.960 | -90 | -88 | -80 | -87 | -100 | -82 | -84 | -85 |
| B | 1722833477.149 | 98.491 | 36.507 | 60.960 | -83 | -84 | -76 | -73 | -74 | -83 | -76 | -80 |
| C | 1722833775.163 | 101.888 | 91.977 | 60.960 | -81 | -81 | -79 | -81 | -80 | -80 | -77 | -75 |
| D | 1722833959.161 | 58.585 | 52.882 | 60.960 | -85 | -94 | -76 | -78 | -89 | -78 | -85 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833632.168
- **Target RSSI fingerprint:** [-100, -86, -92, -84, -84, -74, -83, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.585000897480024,
46.56575679779053,
60.96
] | 4 |
5,874 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004653.145 | 1.698 | 85.528 | 60.960 | -82 | -79 | -82 | -82 | -85 | -79 | -86 | -77 |
| B | 1723005029.138 | 87.453 | 19.401 | 60.960 | -80 | -75 | -78 | -83 | -73 | -76 | -75 | -61 |
| C | 1723004367.152 | 130.756 | 41.802 | 60.960 | -79 | -78 | -82 | -81 | -73 | -65 | -83 | -71 |
| D | 1723004959.123 | 19.528 | 44.177 | 60.960 | -88 | -80 | -70 | -73 | -90 | -90 | -73 | -77 |
| E | 1723004557.142 | 72.170 | 92.986 | 60.960 | -82 | -82 | -84 | -83 | -70 | -76 | -80 | -79 |
| F | 1723004741.140 | 16.132 | 45.199 | 60.960 | -80 | -80 | -71 | -73 | -88 | -90 | -74 | -71 |
| G | 1723004491.162 | 129.057 | 31.106 | 60.960 | -86 | -80 | -80 | -76 | -76 | -75 | -78 | -73 |
| H | 1723004514.148 | 56.887 | 44.960 | 60.960 | -86 | -78 | -78 | -69 | -86 | -81 | -73 | -70 |
| I | 1723004954.149 | 45.000 | 44.602 | 60.960 | -83 | -73 | -73 | -68 | -86 | -83 | -69 | -74 |
| J | 1723004586.147 | 133.303 | 32.552 | 60.960 | -80 | -76 | -87 | -83 | -72 | -67 | -81 | -68 |
| K | 1723004764.128 | 13.585 | 87.558 | 60.960 | -78 | -81 | -81 | -82 | -67 | -74 | -81 | -81 |
| L | 1723004908.153 | 84.057 | 13.151 | 60.960 | -81 | -100 | -81 | -79 | -72 | -76 | -67 | -58 |
| M | 1723004460.128 | 25.472 | 12.023 | 60.960 | -75 | -71 | -84 | -83 | -73 | -76 | -82 | -60 |
| N | 1723004793.152 | 126.510 | 89.177 | 60.960 | -88 | -100 | -88 | -80 | -81 | -80 | -88 | -67 |
| O | 1723004668.142 | 16.132 | 23.608 | 60.960 | -81 | -80 | -78 | -76 | -71 | -83 | -77 | -72 |
| P | 1723004387.144 | 90.001 | 8.798 | 60.960 | -80 | -81 | -78 | -78 | -87 | -76 | -68 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004973.147
- **Target RSSI fingerprint:** [-73, -78, -88, -81, -77, -74, -85, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396248860612215,
77.10089683532715,
60.96
] | 16 |
1,718 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828488.168 | 61.982 | 63.140 | 42.672 | -85 | -88 | -100 | -100 | -85 | -79 | -100 | -74 |
| B | 1722828524.158 | 102.737 | 79.622 | 42.672 | -82 | -92 | -82 | -79 | -86 | -88 | -75 | -75 |
| C | 1722828948.156 | 24.623 | 75.389 | 42.672 | -93 | -93 | -78 | -83 | -83 | -82 | -73 | -79 |
| D | 1722828600.130 | 101.038 | 93.888 | 42.672 | -89 | -80 | -78 | -81 | -85 | -89 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828850.179
- **Target RSSI fingerprint:** [-87, -86, -86, -87, -84, -72, -78, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283126115121954,
44.21689987182617,
42.672000000000004
] | 4 |
15,786 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002965.164 | 123.963 | 50.056 | 51.816 | -90 | -100 | -85 | -84 | -84 | -86 | -84 | -82 |
| B | 1723003233.147 | 37.359 | 90.477 | 51.816 | -80 | -100 | -83 | -79 | -75 | -74 | -67 | -77 |
| C | 1723003404.149 | 112.076 | 48.623 | 51.816 | -78 | -79 | -78 | -83 | -79 | -84 | -83 | -62 |
| D | 1723002943.143 | 128.208 | 12.302 | 51.816 | -80 | -84 | -81 | -80 | -82 | -82 | -74 | -76 |
| E | 1723003197.139 | 58.585 | 45.079 | 51.816 | -83 | -74 | -79 | -82 | -85 | -71 | -89 | -66 |
| F | 1723003050.137 | 131.605 | 33.216 | 51.816 | -81 | -73 | -85 | -85 | -69 | -78 | -75 | -68 |
| G | 1723003131.164 | 18.679 | 32.937 | 51.816 | -100 | -76 | -75 | -73 | -83 | -86 | -69 | -72 |
| H | 1723003320.189 | 56.887 | 89.456 | 51.816 | -81 | -84 | -81 | -77 | -90 | -75 | -85 | -63 |
| I | 1723003411.152 | 77.265 | 46.128 | 51.816 | -81 | -75 | -84 | -85 | -79 | -74 | -83 | -65 |
| J | 1723003066.138 | 105.284 | 9.449 | 51.816 | -83 | -76 | -79 | -79 | -76 | -72 | -85 | -73 |
| K | 1723003458.148 | 68.774 | 94.007 | 51.816 | -80 | -86 | -84 | -83 | -83 | -73 | -69 | -74 |
| L | 1723002938.148 | 103.586 | 11.797 | 51.816 | -76 | -82 | -77 | -77 | -80 | -79 | -71 | -66 |
| M | 1723002994.141 | 10.189 | 47.521 | 51.816 | -89 | -76 | -74 | -70 | -85 | -88 | -89 | -74 |
| N | 1723003048.158 | 130.756 | 43.381 | 51.816 | -82 | -80 | -86 | -87 | -65 | -74 | -76 | -68 |
| O | 1723003016.148 | 46.698 | 92.136 | 51.816 | -76 | -80 | -77 | -80 | -82 | -67 | -68 | -78 |
| P | 1723003274.167 | 135.001 | 9.568 | 51.816 | -77 | -68 | -83 | -79 | -69 | -81 | -71 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003465.157
- **Target RSSI fingerprint:** [-74, -88, -87, -89, -80, -83, -69, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43465261946601,
95.01590728759766,
51.816
] | 16 |
14,076 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839269.182 | 15.283 | 124.688 | 51.816 | -86 | -87 | -82 | -82 | -79 | -86 | -83 | -77 |
| B | 1722838846.176 | 43.302 | 151.428 | 51.816 | -76 | -80 | -79 | -73 | -76 | -74 | -72 | -72 |
| C | 1722838849.190 | 33.113 | 141.913 | 51.816 | -86 | -79 | -81 | -72 | -75 | -85 | -72 | -72 |
| D | 1722839195.165 | 95.095 | 103.827 | 51.816 | -82 | -85 | -80 | -71 | -83 | -72 | -65 | -69 |
| E | 1722838746.173 | 21.227 | 115.758 | 51.816 | -86 | -83 | -82 | -75 | -80 | -87 | -79 | -79 |
| F | 1722839191.181 | 82.359 | 120.031 | 51.816 | -85 | -82 | -81 | -73 | -77 | -70 | -68 | -70 |
| G | 1722839096.158 | 103.586 | 142.776 | 51.816 | -81 | -81 | -86 | -83 | -76 | -77 | -72 | -74 |
| H | 1722839034.166 | 93.397 | 194.517 | 51.816 | -81 | -79 | -86 | -93 | -81 | -76 | -85 | -75 |
| I | 1722839352.167 | 62.831 | 56.585 | 51.816 | -80 | -80 | -74 | -75 | -86 | -76 | -76 | -82 |
| J | 1722839033.175 | 93.397 | 193.628 | 51.816 | -78 | -83 | -86 | -88 | -82 | -77 | -86 | -76 |
| K | 1722838919.164 | 121.416 | 104.624 | 51.816 | -81 | -83 | -74 | -94 | -89 | -72 | -83 | -85 |
| L | 1722839048.156 | 58.585 | 163.332 | 51.816 | -81 | -71 | -84 | -81 | -81 | -72 | -75 | -72 |
| M | 1722838982.167 | 65.378 | 139.671 | 51.816 | -83 | -78 | -75 | -71 | -71 | -71 | -65 | -69 |
| N | 1722838986.178 | 78.114 | 124.012 | 51.816 | -77 | -77 | -74 | -69 | -73 | -68 | -64 | -67 |
| O | 1722838820.147 | 108.680 | 163.664 | 51.816 | -78 | -85 | -85 | -92 | -71 | -78 | -84 | -73 |
| P | 1722839326.171 | 131.605 | 112.493 | 51.816 | -85 | -80 | -81 | -92 | -86 | -71 | -81 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838890.182
- **Target RSSI fingerprint:** [-86, -86, -85, -80, -84, -80, -69, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03844411481843,
141.79399013519287,
51.816
] | 16 |
10,278 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828690.151 | 76.416 | 55.324 | 42.672 | -89 | -90 | -86 | -83 | -87 | -78 | -77 | -81 |
| B | 1722828902.162 | 112.925 | 55.457 | 42.672 | -87 | -91 | -87 | -80 | -89 | -85 | -79 | -78 |
| C | 1722828967.166 | 13.585 | 52.657 | 42.672 | -86 | -79 | -86 | -86 | -89 | -75 | -88 | -74 |
| D | 1722828757.162 | 4.245 | 56.333 | 42.672 | -95 | -89 | -82 | -77 | -78 | -83 | -81 | -73 |
| E | 1722828856.143 | 0.000 | 55.404 | 42.672 | -88 | -80 | -82 | -80 | -83 | -75 | -83 | -77 |
| F | 1722828528.158 | 88.303 | 95.122 | 42.672 | -88 | -98 | -85 | -80 | -86 | -87 | -85 | -76 |
| G | 1722828769.174 | 21.227 | 43.593 | 42.672 | -87 | -80 | -90 | -85 | -89 | -74 | -86 | -73 |
| H | 1722829022.147 | 100.189 | 31.676 | 42.672 | -95 | -91 | -100 | -81 | -77 | -87 | -63 | -77 |
| I | 1722828722.175 | 108.680 | 82.077 | 42.672 | -90 | -97 | -84 | -85 | -83 | -85 | -85 | -75 |
| J | 1722828788.151 | 73.868 | 70.280 | 42.672 | -89 | -91 | -89 | -87 | -90 | -75 | -91 | -78 |
| K | 1722829093.161 | 64.529 | 8.029 | 42.672 | -89 | -86 | -100 | -99 | -80 | -82 | -86 | -97 |
| L | 1722828654.164 | 11.038 | 42.757 | 42.672 | -86 | -77 | -85 | -81 | -88 | -73 | -78 | -75 |
| M | 1722828569.160 | 3.396 | 52.591 | 42.672 | -89 | -81 | -88 | -83 | -87 | -76 | -79 | -75 |
| N | 1722828804.135 | 108.680 | 84.758 | 42.672 | -85 | -95 | -83 | -93 | -79 | -93 | -69 | -78 |
| O | 1722829115.163 | 69.623 | 0.146 | 42.672 | -96 | -93 | -72 | -98 | -86 | -91 | -83 | -97 |
| P | 1722828515.149 | 120.567 | 55.629 | 42.672 | -82 | -91 | -84 | -85 | -71 | -83 | -83 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828577.143
- **Target RSSI fingerprint:** [-82, -83, -85, -87, -84, -77, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.019064544390247,
37.76749610900879,
42.672000000000004
] | 16 |
8,091 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838865.196 | 31.415 | 107.424 | 51.816 | -80 | -85 | -73 | -72 | -73 | -85 | -76 | -67 |
| B | 1722838987.169 | 80.661 | 120.044 | 51.816 | -82 | -85 | -75 | -73 | -71 | -72 | -66 | -68 |
| C | 1722839105.170 | 118.020 | 152.609 | 51.816 | -81 | -74 | -83 | -75 | -86 | -79 | -82 | -75 |
| D | 1722839150.191 | 45.000 | 87.001 | 51.816 | -81 | -72 | -82 | -81 | -82 | -83 | -84 | -69 |
| E | 1722839155.166 | 26.321 | 105.858 | 51.816 | -85 | -83 | -86 | -76 | -76 | -87 | -79 | -72 |
| F | 1722838940.159 | 63.680 | 70.054 | 51.816 | -78 | -83 | -88 | -75 | -89 | -82 | -83 | -72 |
| G | 1722839002.156 | 111.227 | 98.771 | 51.816 | -83 | -88 | -81 | -76 | -78 | -77 | -70 | -76 |
| H | 1722838756.168 | 16.981 | 131.722 | 51.816 | -85 | -100 | -100 | -80 | -70 | -82 | -74 | -80 |
| I | 1722839091.150 | 84.906 | 126.639 | 51.816 | -87 | -83 | -82 | -76 | -72 | -74 | -66 | -72 |
| J | 1722839236.176 | 95.944 | 188.453 | 51.816 | -82 | -81 | -85 | -88 | -88 | -75 | -85 | -75 |
| K | 1722839138.155 | 71.321 | 63.910 | 51.816 | -90 | -71 | -74 | -92 | -88 | -74 | -84 | -87 |
| L | 1722839054.171 | 36.510 | 143.479 | 51.816 | -76 | -85 | -80 | -74 | -72 | -81 | -74 | -71 |
| M | 1722839206.166 | 112.076 | 97.245 | 51.816 | -83 | -83 | -82 | -76 | -79 | -75 | -68 | -76 |
| N | 1722838859.163 | 15.283 | 125.989 | 51.816 | -87 | -85 | -80 | -80 | -76 | -86 | -81 | -78 |
| O | 1722838879.155 | 59.434 | 106.959 | 51.816 | -92 | -79 | -81 | -84 | -73 | -78 | -71 | -77 |
| P | 1722839334.173 | 101.038 | 87.876 | 51.816 | -89 | -80 | -74 | -86 | -88 | -75 | -84 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838812.175
- **Target RSSI fingerprint:** [-79, -67, -75, -87, -85, -76, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.05750844917983,
130.07624626159668,
51.816
] | 16 |
37,963 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128500.133 | 115.476 | 98.042 | 51.816 | -83 | -83 | -81 | -85 | -79 | -81 | -77 | -79 |
| B | 1724128491.123 | 122.268 | 81.427 | 51.816 | -82 | -79 | -81 | -69 | -67 | -79 | -77 | -69 |
| C | 1724128436.153 | 40.756 | 60.327 | 51.816 | -77 | -79 | -78 | -78 | -80 | -82 | -69 | -81 |
| D | 1724128672.130 | 129.061 | 73.757 | 51.816 | -87 | -78 | -82 | -75 | -70 | -79 | -77 | -66 |
| E | 1724128603.134 | 45.002 | 21.246 | 51.816 | -100 | -83 | -74 | -72 | -67 | -83 | -66 | -77 |
| F | 1724128544.134 | 75.569 | 44.695 | 51.816 | -79 | -80 | -84 | -77 | -82 | -77 | -66 | -78 |
| G | 1724128974.124 | 39.058 | 36.016 | 51.816 | -100 | -100 | -77 | -83 | -78 | -80 | -65 | -74 |
| H | 1724128459.130 | 90.852 | 25.307 | 51.816 | -62 | -80 | -83 | -81 | -100 | -78 | -100 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128919.119
- **Target RSSI fingerprint:** [-79, -79, -81, -78, -86, -79, -83, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38118050118585,
64.9186897277832,
51.816
] | 8 |
18,434 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841424.172 | 83.208 | 71.288 | 60.960 | -88 | -82 | -83 | -83 | -73 | -70 | -80 | -75 |
| B | 1722841370.164 | 42.453 | 92.680 | 60.960 | -81 | -71 | -67 | -77 | -82 | -71 | -72 | -73 |
| C | 1722840962.175 | 47.548 | 96.993 | 60.960 | -86 | -71 | -80 | -85 | -74 | -84 | -76 | -71 |
| D | 1722841358.174 | 18.679 | 116.952 | 60.960 | -79 | -75 | -76 | -72 | -83 | -76 | -73 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841294.164
- **Target RSSI fingerprint:** [-84, -82, -79, -75, -74, -79, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32156951483253,
101.58474445343018,
60.96
] | 4 |
19,695 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994584.228 | 19.528 | 51.502 | 51.816 | -100 | -92 | -93 | -75 | -85 | -68 | -84 | -71 |
| B | 1731994333.210 | 122.265 | 69.696 | 51.816 | -82 | -86 | -85 | -84 | -84 | -88 | -82 | -77 |
| C | 1731994457.239 | 56.887 | 19.574 | 51.816 | -81 | -81 | -74 | -83 | -84 | -78 | -73 | -76 |
| D | 1731994386.247 | 12.736 | 57.607 | 51.816 | -100 | -87 | -87 | -76 | -84 | -66 | -76 | -71 |
| E | 1731994365.220 | 45.000 | 91.433 | 51.816 | -79 | -85 | -84 | -83 | -74 | -71 | -79 | -71 |
| F | 1731994254.229 | 67.925 | 15.128 | 51.816 | -83 | -91 | -82 | -76 | -85 | -71 | -79 | -72 |
| G | 1731994327.237 | 122.265 | 70.771 | 51.816 | -80 | -91 | -87 | -93 | -84 | -83 | -83 | -76 |
| H | 1731994695.214 | 46.698 | 79.861 | 51.816 | -100 | -83 | -83 | -79 | -79 | -87 | -73 | -65 |
| I | 1731994626.220 | 106.133 | 66.060 | 51.816 | -81 | -90 | -81 | -86 | -86 | -84 | -79 | -73 |
| J | 1731994439.246 | 100.189 | 45.770 | 51.816 | -73 | -78 | -77 | -82 | -84 | -68 | -71 | -74 |
| K | 1731994458.228 | 52.642 | 22.201 | 51.816 | -87 | -83 | -76 | -84 | -88 | -77 | -75 | -83 |
| L | 1731994535.205 | 90.850 | 84.386 | 51.816 | -80 | -83 | -83 | -88 | -84 | -79 | -71 | -82 |
| M | 1731994787.230 | 35.661 | 47.150 | 51.816 | -100 | -89 | -95 | -85 | -90 | -77 | -86 | -79 |
| N | 1731994462.209 | 35.661 | 33.839 | 51.816 | -90 | -84 | -88 | -86 | -83 | -84 | -75 | -80 |
| O | 1731994640.213 | 78.963 | 28.412 | 51.816 | -83 | -81 | -79 | -87 | -68 | -81 | -72 | -79 |
| P | 1731994864.226 | 61.133 | 7.843 | 51.816 | -86 | -85 | -80 | -79 | -78 | -88 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994837.223
- **Target RSSI fingerprint:** [-81, -81, -78, -86, -69, -80, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
88.30250963399514,
31.663122177124023,
51.816
] | 16 |
38,185 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696592.155 | 89.154 | 52.869 | 42.672 | -80 | -100 | -78 | -65 | -75 | -80 | -78 | -77 |
| B | 1723696475.156 | 102.739 | 82.555 | 42.672 | -82 | -100 | -76 | -100 | -78 | -81 | -77 | -70 |
| C | 1723696580.135 | 114.627 | 60.115 | 42.672 | -81 | -82 | -83 | -83 | -68 | -70 | -72 | -70 |
| D | 1723696480.148 | 118.023 | 62.251 | 42.672 | -80 | -74 | -74 | -100 | -77 | -69 | -81 | -69 |
| E | 1723696759.155 | 113.778 | 62.358 | 42.672 | -80 | -80 | -81 | -78 | -67 | -69 | -70 | -69 |
| F | 1723696896.163 | 39.058 | 3.676 | 42.672 | -100 | -71 | -78 | -80 | -82 | -80 | -100 | -79 |
| G | 1723696550.136 | 43.303 | 2.468 | 42.672 | -100 | -78 | -80 | -75 | -100 | -75 | -74 | -75 |
| H | 1723696882.166 | 19.529 | 46.579 | 42.672 | -77 | -73 | -79 | -62 | -80 | -100 | -71 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696752.149
- **Target RSSI fingerprint:** [-77, -78, -86, -84, -78, -84, -80, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96653274676581,
42.757158279418945,
42.672000000000004
] | 8 |
15,355 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833847.163 | 34.812 | 88.513 | 60.960 | -100 | -86 | -100 | -86 | -79 | -100 | -78 | -82 |
| B | 1722833730.158 | 23.774 | 78.255 | 60.960 | -82 | -86 | -79 | -84 | -86 | -85 | -80 | -83 |
| C | 1722833510.167 | 84.906 | 108.180 | 60.960 | -90 | -93 | -89 | -81 | -89 | -81 | -82 | -81 |
| D | 1722833735.161 | 4.245 | 61.946 | 60.960 | -85 | -89 | -85 | -85 | -90 | -85 | -79 | -84 |
| E | 1722833400.152 | 64.529 | 7.790 | 60.960 | -100 | -86 | -88 | -91 | -97 | -83 | -84 | -86 |
| F | 1722833781.159 | 104.435 | 91.274 | 60.960 | -84 | -84 | -71 | -87 | -88 | -79 | -90 | -77 |
| G | 1722833669.149 | 83.208 | 51.927 | 60.960 | -87 | -79 | -87 | -90 | -73 | -87 | -80 | -81 |
| H | 1722833453.177 | 34.812 | 90.026 | 60.960 | -80 | -83 | -100 | -86 | -78 | -80 | -76 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833787.153
- **Target RSSI fingerprint:** [-74, -88, -78, -81, -80, -81, -100, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.20844596996773,
69.17848110198975,
60.96
] | 8 |
16,498 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999475.146 | 122.265 | 72.947 | 42.672 | -81 | -83 | -90 | -80 | -89 | -87 | -82 | -70 |
| B | 1722999603.127 | 86.604 | 11.996 | 42.672 | -100 | -74 | -76 | -80 | -83 | -82 | -69 | -70 |
| C | 1723000004.141 | 45.849 | 88.500 | 42.672 | -91 | -90 | -80 | -88 | -80 | -86 | -69 | -91 |
| D | 1722999474.149 | 118.869 | 68.794 | 42.672 | -75 | -83 | -89 | -81 | -88 | -88 | -79 | -72 |
| E | 1722999955.150 | 138.397 | 16.137 | 42.672 | -74 | -82 | -75 | -75 | -71 | -69 | -71 | -74 |
| F | 1722999952.153 | 138.397 | 24.298 | 42.672 | -70 | -78 | -68 | -74 | -68 | -67 | -68 | -70 |
| G | 1722999509.144 | 136.699 | 14.372 | 42.672 | -87 | -89 | -83 | -84 | -80 | -81 | -81 | -89 |
| H | 1723000143.161 | 71.321 | 95.693 | 42.672 | -83 | -83 | -89 | -83 | -87 | -91 | -80 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999720.145
- **Target RSSI fingerprint:** [-83, -90, -86, -80, -78, -83, -71, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
60.69870948791504,
42.672000000000004
] | 8 |
10,854 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828686.144 | 58.585 | 71.023 | 42.672 | -83 | -81 | -76 | -76 | -84 | -80 | -70 | -73 |
| B | 1722828818.158 | 126.510 | 53.002 | 42.672 | -92 | -89 | -88 | -78 | -81 | -76 | -76 | -79 |
| C | 1722828800.154 | 101.888 | 92.070 | 42.672 | -88 | -81 | -87 | -81 | -84 | -83 | -80 | -73 |
| D | 1722828928.147 | 74.718 | 118.717 | 42.672 | -84 | -96 | -94 | -79 | -79 | -85 | -82 | -80 |
| E | 1722828921.154 | 97.642 | 94.392 | 42.672 | -87 | -96 | -90 | -81 | -81 | -84 | -82 | -75 |
| F | 1722828608.150 | 109.529 | 84.479 | 42.672 | -80 | -76 | -83 | -100 | -83 | -100 | -100 | -76 |
| G | 1722828813.144 | 129.058 | 63.884 | 42.672 | -86 | -73 | -84 | -74 | -77 | -79 | -69 | -75 |
| H | 1722828841.202 | 55.189 | 15.752 | 42.672 | -85 | -84 | -73 | -85 | -78 | -77 | -74 | -78 |
| I | 1722828443.147 | 67.076 | 11.346 | 42.672 | -95 | -91 | -79 | -88 | -97 | -79 | -81 | -93 |
| J | 1722828817.147 | 128.208 | 57.779 | 42.672 | -91 | -88 | -87 | -79 | -80 | -76 | -85 | -79 |
| K | 1722828695.136 | 93.397 | 40.926 | 42.672 | -94 | -83 | -83 | -84 | -79 | -88 | -86 | -78 |
| L | 1722828534.165 | 68.774 | 116.408 | 42.672 | -85 | -97 | -91 | -80 | -79 | -89 | -79 | -80 |
| M | 1722828556.144 | 13.585 | 66.365 | 42.672 | -95 | -92 | -85 | -85 | -85 | -83 | -84 | -80 |
| N | 1722828450.160 | 37.359 | 30.110 | 42.672 | -87 | -86 | -72 | -91 | -90 | -87 | -81 | -77 |
| O | 1722828845.149 | 36.510 | 29.089 | 42.672 | -84 | -87 | -72 | -90 | -88 | -82 | -89 | -77 |
| P | 1722828539.149 | 67.076 | 116.156 | 42.672 | -84 | -96 | -95 | -85 | -79 | -85 | -85 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828337.156
- **Target RSSI fingerprint:** [-94, -87, -88, -82, -88, -77, -70, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92500495609757,
5.799155235290527,
42.672000000000004
] | 16 |
1,584 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840934.157 | 29.717 | 140.507 | 60.960 | -81 | -78 | -82 | -72 | -77 | -74 | -73 | -77 |
| B | 1722840871.149 | 95.095 | 97.537 | 60.960 | -73 | -82 | -74 | -81 | -78 | -77 | -73 | -69 |
| C | 1722840868.170 | 85.755 | 109.693 | 60.960 | -74 | -81 | -74 | -73 | -75 | -75 | -67 | -64 |
| D | 1722841025.146 | 65.378 | 67.082 | 60.960 | -76 | -100 | -70 | -74 | -72 | -77 | -75 | -72 |
| E | 1722841244.244 | 13.585 | 122.353 | 60.960 | -78 | -77 | -83 | -74 | -71 | -80 | -79 | -71 |
| F | 1722840967.197 | 65.378 | 112.705 | 60.960 | -83 | -79 | -85 | -75 | -80 | -72 | -73 | -72 |
| G | 1722840881.158 | 109.529 | 96.237 | 60.960 | -84 | -77 | -79 | -86 | -78 | -77 | -73 | -76 |
| H | 1722841152.177 | 16.981 | 119.115 | 60.960 | -76 | -80 | -72 | -71 | -70 | -77 | -75 | -71 |
| I | 1722841342.179 | 41.604 | 149.597 | 60.960 | -82 | -88 | -85 | -76 | -82 | -73 | -72 | -77 |
| J | 1722840971.147 | 80.661 | 125.432 | 60.960 | -84 | -76 | -84 | -82 | -77 | -73 | -75 | -72 |
| K | 1722841138.175 | 35.661 | 145.138 | 60.960 | -77 | -71 | -82 | -73 | -81 | -72 | -72 | -74 |
| L | 1722841107.177 | 116.322 | 148.177 | 60.960 | -83 | -73 | -74 | -89 | -76 | -76 | -74 | -70 |
| M | 1722841141.167 | 23.774 | 135.331 | 60.960 | -80 | -76 | -79 | -70 | -77 | -73 | -73 | -77 |
| N | 1722841321.162 | 94.246 | 186.966 | 60.960 | -81 | -81 | -84 | -90 | -78 | -76 | -76 | -75 |
| O | 1722840827.175 | 32.264 | 100.523 | 60.960 | -80 | -75 | -79 | -75 | -73 | -84 | -79 | -67 |
| P | 1722840818.169 | 61.982 | 68.130 | 60.960 | -87 | -68 | -77 | -84 | -83 | -81 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840878.182
- **Target RSSI fingerprint:** [-86, -82, -71, -84, -78, -80, -71, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73656869558202,
90.80919742584229,
60.96
] | 16 |
5,642 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010471.152 | 173.209 | 43.315 | 60.960 | -77 | -71 | -85 | -86 | -84 | -83 | -81 | -77 |
| B | 1723010464.145 | 149.435 | 68.847 | 60.960 | -78 | -70 | -89 | -83 | -73 | -81 | -84 | -75 |
| C | 1723010166.143 | 97.642 | 42.863 | 60.960 | -85 | -88 | -77 | -73 | -80 | -83 | -72 | -72 |
| D | 1723010137.148 | 152.831 | 11.359 | 60.960 | -77 | -76 | -81 | -88 | -100 | -80 | -85 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009631.172
- **Target RSSI fingerprint:** [-95, -92, -85, -90, -90, -100, -88, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
208.86930488614706,
4.286332130432129,
60.96
] | 4 |
23,289 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943538.165 | 89.152 | 4.140 | 60.960 | -73 | -82 | -75 | -79 | -78 | -73 | -70 | -68 |
| B | 1725942927.162 | 101.039 | 4.883 | 60.960 | -75 | -81 | -76 | -79 | -76 | -75 | -64 | -77 |
| C | 1725943147.147 | 101.888 | 40.740 | 60.960 | -100 | -80 | -70 | -79 | -79 | -79 | -75 | -70 |
| D | 1725943189.158 | 17.830 | 14.292 | 60.960 | -76 | -76 | -78 | -75 | -74 | -71 | -73 | -72 |
| E | 1725943067.149 | 87.454 | 24.444 | 60.960 | -76 | -76 | -72 | -75 | -74 | -72 | -72 | -69 |
| F | 1725942974.149 | 58.586 | 24.723 | 60.960 | -77 | -74 | -78 | -72 | -74 | -74 | -69 | -64 |
| G | 1725943071.174 | 70.473 | 32.088 | 60.960 | -69 | -73 | -72 | -71 | -73 | -62 | -64 | -68 |
| H | 1725943229.160 | 37.359 | 99.913 | 60.960 | -77 | -73 | -78 | -79 | -72 | -78 | -79 | -70 |
| I | 1725943065.154 | 97.643 | 20.450 | 60.960 | -77 | -77 | -70 | -74 | -77 | -75 | -77 | -78 |
| J | 1725943130.142 | 100.190 | 0.000 | 60.960 | -72 | -84 | -72 | -80 | -79 | -66 | -67 | -76 |
| K | 1725943059.155 | 103.586 | 19.401 | 60.960 | -72 | -74 | -75 | -72 | -73 | -79 | -78 | -59 |
| L | 1725943392.164 | 11.887 | 15.672 | 60.960 | -72 | -76 | -74 | -74 | -75 | -71 | -72 | -72 |
| M | 1725943175.179 | 54.340 | 17.318 | 60.960 | -77 | -74 | -79 | -73 | -73 | -76 | -75 | -64 |
| N | 1725943388.149 | 31.416 | 11.771 | 60.960 | -75 | -79 | -76 | -75 | -74 | -70 | -70 | -71 |
| O | 1725943177.158 | 54.340 | 11.877 | 60.960 | -74 | -74 | -78 | -73 | -74 | -78 | -77 | -65 |
| P | 1725943201.190 | 3.396 | 31.929 | 60.960 | -74 | -70 | -77 | -72 | -72 | -76 | -73 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943433.151
- **Target RSSI fingerprint:** [-78, -69, -78, -75, -75, -79, -80, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60433161744803,
97.32495307922363,
60.96
] | 16 |
26,680 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937858.157 | 62.831 | 74.619 | 30.480 | -81 | -87 | -78 | -81 | -86 | -84 | -83 | -77 |
| B | 1725938032.174 | 64.529 | 8.546 | 30.480 | -100 | -85 | -75 | -68 | -82 | -82 | -78 | -71 |
| C | 1725937254.144 | 46.699 | 6.635 | 30.480 | -100 | -94 | -77 | -92 | -93 | -93 | -91 | -86 |
| D | 1725938342.173 | 45.850 | 8.652 | 30.480 | -100 | -86 | -94 | -97 | -89 | -86 | -85 | -87 |
| E | 1725937748.155 | 91.699 | 24.205 | 30.480 | -59 | -100 | -77 | -70 | -84 | -85 | -82 | -73 |
| F | 1725938087.161 | 61.133 | 53.281 | 30.480 | -64 | -84 | -71 | -76 | -82 | -80 | -75 | -60 |
| G | 1725938122.146 | 4.245 | 45.796 | 30.480 | -100 | -63 | -100 | -74 | -65 | -60 | -55 | -53 |
| H | 1725938343.174 | 45.001 | 8.095 | 30.480 | -100 | -94 | -86 | -95 | -92 | -96 | -87 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938016.163
- **Target RSSI fingerprint:** [-100, -67, -100, -71, -70, -62, -57, -56]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283224118253443,
18.843936920166016,
30.48
] | 8 |
11,380 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008082.148 | 131.605 | 42.956 | 51.816 | -79 | -87 | -79 | -90 | -88 | -85 | -78 | -82 |
| B | 1723008201.139 | 89.152 | 24.590 | 51.816 | -90 | -82 | -89 | -81 | -81 | -69 | -77 | -78 |
| C | 1723008103.162 | 27.170 | 40.329 | 51.816 | -83 | -75 | -81 | -100 | -82 | -75 | -68 | -70 |
| D | 1723008045.165 | 83.208 | 8.467 | 51.816 | -82 | -82 | -81 | -75 | -72 | -72 | -68 | -81 |
| E | 1723008270.155 | 83.208 | 8.148 | 51.816 | -81 | -81 | -82 | -75 | -72 | -70 | -68 | -79 |
| F | 1723008278.154 | 122.265 | 8.440 | 51.816 | -83 | -83 | -78 | -71 | -70 | -80 | -77 | -79 |
| G | 1723008145.157 | 106.133 | 89.376 | 51.816 | -89 | -85 | -89 | -69 | -75 | -87 | -78 | -68 |
| H | 1723008137.161 | 67.076 | 87.571 | 51.816 | -82 | -80 | -86 | -68 | -71 | -75 | -100 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008304.161
- **Target RSSI fingerprint:** [-75, -82, -80, -84, -84, -84, -78, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
145.18963793286673,
43.155269622802734,
51.816
] | 8 |
34,554 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130220.140 | 78.965 | 76.729 | 60.960 | -77 | -76 | -75 | -73 | -72 | -75 | -73 | -70 |
| B | 1724130049.138 | 101.041 | 23.754 | 60.960 | -76 | -79 | -83 | -74 | -75 | -77 | -74 | -70 |
| C | 1724129805.124 | 47.549 | 34.238 | 60.960 | -74 | -100 | -62 | -71 | -67 | -100 | -71 | -67 |
| D | 1724129826.127 | 42.454 | 35.405 | 60.960 | -77 | -75 | -79 | -78 | -100 | -71 | -80 | -65 |
| E | 1724129993.127 | 74.720 | 8.971 | 60.960 | -83 | -80 | -83 | -80 | -83 | -72 | -72 | -64 |
| F | 1724130327.135 | 128.212 | 68.329 | 60.960 | -84 | -76 | -79 | -84 | -85 | -76 | -74 | -76 |
| G | 1724130245.134 | 130.759 | 37.648 | 60.960 | -83 | -75 | -84 | -80 | -80 | -71 | -71 | -73 |
| H | 1724130470.124 | 7.642 | 114.537 | 60.960 | -95 | -100 | -87 | -100 | -92 | -89 | -100 | -80 |
| I | 1724130059.142 | 120.570 | 30.270 | 60.960 | -85 | -71 | -71 | -78 | -80 | -67 | -68 | -72 |
| J | 1724129936.122 | 45.851 | 25.652 | 60.960 | -74 | -81 | -73 | -74 | -77 | -75 | -79 | -69 |
| K | 1724130171.129 | 105.287 | 24.325 | 60.960 | -78 | -74 | -100 | -74 | -75 | -69 | -70 | -69 |
| L | 1724130129.128 | 60.285 | 32.128 | 60.960 | -82 | -74 | -83 | -81 | -81 | -67 | -78 | -70 |
| M | 1724130083.117 | 118.023 | 96.688 | 60.960 | -100 | -72 | -84 | -100 | -77 | -74 | -80 | -63 |
| N | 1724129794.111 | 25.473 | 84.599 | 60.960 | -73 | -100 | -77 | -76 | -78 | -78 | -82 | -71 |
| O | 1724129788.134 | 13.585 | 110.449 | 60.960 | -79 | -100 | -81 | -75 | -75 | -100 | -80 | -75 |
| P | 1724130163.139 | 143.496 | 42.359 | 60.960 | -100 | -85 | -100 | -76 | -81 | -77 | -69 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129947.128
- **Target RSSI fingerprint:** [-84, -73, -76, -82, -77, -67, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71956749687213,
39.77132320404053,
60.96
] | 16 |
6,003 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833562.154 | 44.151 | 41.470 | 60.960 | -88 | -93 | -78 | -87 | -88 | -80 | -82 | -77 |
| B | 1722833524.156 | 56.038 | 106.986 | 60.960 | -87 | -83 | -82 | -82 | -88 | -81 | -89 | -84 |
| C | 1722833723.150 | 50.944 | 102.062 | 60.960 | -80 | -84 | -79 | -86 | -84 | -88 | -78 | -85 |
| D | 1722833913.160 | 73.868 | 118.637 | 60.960 | -85 | -94 | -92 | -89 | -88 | -89 | -89 | -95 |
| E | 1722833827.140 | 22.925 | 40.594 | 60.960 | -89 | -95 | -77 | -87 | -83 | -94 | -88 | -79 |
| F | 1722833485.155 | 110.378 | 47.269 | 60.960 | -77 | -77 | -77 | -63 | -78 | -77 | -78 | -76 |
| G | 1722833848.148 | 37.359 | 90.517 | 60.960 | -86 | -84 | -81 | -85 | -80 | -82 | -87 | -85 |
| H | 1722833797.154 | 120.567 | 52.073 | 60.960 | -76 | -79 | -83 | -77 | -72 | -79 | -70 | -76 |
| I | 1722833854.150 | 39.906 | 90.053 | 60.960 | -74 | -75 | -77 | -84 | -81 | -74 | -74 | -75 |
| J | 1722833532.146 | 25.472 | 80.604 | 60.960 | -87 | -86 | -78 | -82 | -83 | -84 | -78 | -85 |
| K | 1722833469.171 | 71.321 | 61.415 | 60.960 | -86 | -93 | -84 | -89 | -81 | -72 | -86 | -79 |
| L | 1722833599.148 | 124.812 | 55.616 | 60.960 | -100 | -79 | -87 | -84 | -79 | -84 | -73 | -76 |
| M | 1722833614.171 | 68.774 | 6.622 | 60.960 | -100 | -88 | -81 | -100 | -100 | -79 | -100 | -83 |
| N | 1722833997.132 | 106.982 | 40.169 | 60.960 | -85 | -82 | -84 | -82 | -80 | -81 | -73 | -78 |
| O | 1722833978.158 | 106.133 | 88.434 | 60.960 | -86 | -90 | -91 | -84 | -82 | -85 | -82 | -76 |
| P | 1722833658.158 | 43.302 | 87.691 | 60.960 | -87 | -86 | -93 | -88 | -83 | -85 | -90 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833991.149
- **Target RSSI fingerprint:** [-82, -82, -100, -73, -81, -85, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.90657108215274,
61.01719856262207,
60.96
] | 16 |
26,726 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940963.139 | 50.944 | 22.520 | 51.816 | -83 | -72 | -79 | -70 | -84 | -72 | -68 | -72 |
| B | 1725940923.155 | 44.152 | 60.367 | 51.816 | -76 | -73 | -73 | -100 | -74 | -100 | -100 | -67 |
| C | 1725941205.145 | 69.624 | 85.620 | 51.816 | -82 | -82 | -84 | -75 | -82 | -78 | -79 | -73 |
| D | 1725941255.144 | 7.642 | 67.347 | 51.816 | -71 | -73 | -72 | -78 | -65 | -67 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941047.136
- **Target RSSI fingerprint:** [-81, -80, -72, -76, -79, -71, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490680423222619,
36.984543800354004,
51.816
] | 4 |
4,030 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828992.149 | 90.001 | 88.673 | 42.672 | -90 | -93 | -93 | -85 | -83 | -79 | -79 | -74 |
| B | 1722828782.146 | 50.944 | 50.494 | 42.672 | -85 | -90 | -78 | -85 | -85 | -82 | -88 | -75 |
| C | 1722829109.151 | 66.227 | 5.998 | 42.672 | -98 | -94 | -92 | -88 | -82 | -86 | -82 | -88 |
| D | 1722828700.157 | 95.944 | 39.453 | 42.672 | -99 | -80 | -73 | -87 | -80 | -80 | -69 | -86 |
| E | 1722828936.141 | 70.472 | 117.615 | 42.672 | -88 | -96 | -94 | -81 | -82 | -76 | -79 | -80 |
| F | 1722828925.146 | 84.057 | 109.069 | 42.672 | -86 | -91 | -93 | -78 | -87 | -79 | -76 | -75 |
| G | 1722828336.147 | 68.774 | 4.565 | 42.672 | -94 | -83 | -93 | -84 | -75 | -83 | -70 | -79 |
| H | 1722828877.150 | 35.661 | 87.611 | 42.672 | -89 | -91 | -91 | -79 | -88 | -85 | -86 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828334.173
- **Target RSSI fingerprint:** [-91, -88, -87, -88, -87, -83, -84, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.7740675180488,
1.3668489456176758,
42.672000000000004
] | 8 |
33,929 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693054.147 | 79.814 | 38.020 | 60.960 | -76 | -100 | -73 | -100 | -76 | -70 | -75 | -76 |
| B | 1723693107.153 | 158.779 | 96.290 | 60.960 | -74 | -70 | -100 | -100 | -74 | -73 | -73 | -67 |
| C | 1723693424.136 | 191.044 | 83.285 | 60.960 | -77 | -66 | -72 | -78 | -80 | -75 | -78 | -66 |
| D | 1723693598.153 | 122.268 | 50.162 | 60.960 | -78 | -100 | -78 | -71 | -80 | -78 | -72 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693469.132
- **Target RSSI fingerprint:** [-79, -84, -84, -83, -77, -80, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
153.684545221893,
5.984940528869629,
60.96
] | 4 |
36,806 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696564.159 | 92.550 | 28.783 | 42.672 | -81 | -85 | -81 | -67 | -75 | -72 | -70 | -76 |
| B | 1723696573.134 | 123.117 | 43.739 | 42.672 | -88 | -85 | -81 | -64 | -72 | -76 | -67 | -85 |
| C | 1723696507.156 | 78.116 | 35.286 | 42.672 | -74 | -78 | -79 | -74 | -68 | -67 | -72 | -69 |
| D | 1723696526.150 | 34.813 | 55.072 | 42.672 | -83 | -79 | -77 | -90 | -79 | -74 | -79 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696525.135
- **Target RSSI fingerprint:** [-78, -78, -75, -85, -77, -73, -77, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90703451436982,
57.102437019348145,
42.672000000000004
] | 4 |
5,421 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994813.209 | 100.189 | 97.126 | 51.816 | -88 | -85 | -88 | -76 | -78 | -75 | -74 | -64 |
| B | 1731994774.224 | 8.491 | 64.030 | 51.816 | -75 | -81 | -84 | -79 | -85 | -84 | -75 | -71 |
| C | 1731994522.214 | 91.699 | 56.439 | 51.816 | -88 | -90 | -88 | -91 | -86 | -81 | -84 | -77 |
| D | 1731994797.224 | 69.623 | 73.412 | 51.816 | -92 | -74 | -86 | -82 | -85 | -85 | -73 | -76 |
| E | 1731994513.202 | 84.057 | 37.927 | 51.816 | -85 | -93 | -90 | -93 | -82 | -74 | -89 | -78 |
| F | 1731994645.221 | 62.831 | 15.327 | 51.816 | -81 | -86 | -83 | -78 | -76 | -76 | -76 | -77 |
| G | 1731994420.223 | 97.642 | 95.932 | 51.816 | -87 | -84 | -89 | -77 | -77 | -77 | -75 | -63 |
| H | 1731994763.240 | 21.227 | 76.676 | 51.816 | -78 | -89 | -83 | -84 | -83 | -84 | -78 | -70 |
| I | 1731994345.211 | 88.303 | 104.995 | 51.816 | -87 | -83 | -72 | -73 | -85 | -75 | -70 | -88 |
| J | 1731994800.208 | 80.661 | 83.033 | 51.816 | -88 | -78 | -86 | -84 | -81 | -78 | -74 | -75 |
| K | 1731994408.215 | 78.963 | 87.253 | 51.816 | -88 | -77 | -82 | -83 | -80 | -77 | -74 | -75 |
| L | 1731994740.235 | 78.963 | 119.460 | 51.816 | -88 | -94 | -75 | -87 | -88 | -75 | -74 | -84 |
| M | 1731994340.225 | 106.133 | 85.952 | 51.816 | -88 | -90 | -82 | -92 | -85 | -77 | -72 | -83 |
| N | 1731994705.237 | 90.001 | 44.562 | 51.816 | -80 | -86 | -83 | -98 | -83 | -80 | -75 | -68 |
| O | 1731994832.229 | 106.982 | 52.153 | 51.816 | -81 | -85 | -78 | -91 | -82 | -69 | -71 | -74 |
| P | 1731994941.206 | 77.265 | 1.115 | 51.816 | -95 | -89 | -103 | -95 | -97 | -99 | -99 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994269.212
- **Target RSSI fingerprint:** [-83, -82, -92, -76, -81, -86, -84, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
24.62281518640249,
40.209245681762695,
51.816
] | 16 |
40,317 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693060.141 | 106.985 | 25.280 | 60.960 | -80 | -74 | -79 | -82 | -77 | -80 | -76 | -73 |
| B | 1723693554.155 | 217.366 | 100.377 | 60.960 | -76 | -80 | -73 | -78 | -76 | -82 | -74 | -71 |
| C | 1723693048.131 | 51.794 | 51.622 | 60.960 | -80 | -82 | -78 | -100 | -79 | -83 | -74 | -78 |
| D | 1723693602.152 | 130.759 | 34.158 | 60.960 | -100 | -75 | -100 | -70 | -75 | -70 | -76 | -77 |
| E | 1723693621.137 | 178.308 | 74.911 | 60.960 | -82 | -76 | -81 | -78 | -78 | -78 | -75 | -65 |
| F | 1723693195.147 | 118.023 | 61.296 | 60.960 | -76 | -79 | -76 | -80 | -80 | -81 | -78 | -76 |
| G | 1723693079.148 | 150.288 | 10.019 | 60.960 | -80 | -79 | -71 | -79 | -76 | -81 | -69 | -62 |
| H | 1723693683.158 | 123.117 | 12.328 | 60.960 | -80 | -78 | -79 | -82 | -79 | -69 | -73 | -74 |
| I | 1723693805.162 | 0.000 | 67.772 | 60.960 | -92 | -100 | -100 | -94 | -93 | -103 | -100 | -79 |
| J | 1723692893.162 | 9.340 | 67.705 | 60.960 | -96 | -100 | -100 | -93 | -100 | -100 | -101 | -70 |
| K | 1723693191.153 | 118.872 | 61.760 | 60.960 | -83 | -85 | -78 | -79 | -78 | -70 | -79 | -67 |
| L | 1723693295.176 | 118.023 | 59.465 | 60.960 | -83 | -100 | -77 | -84 | -77 | -72 | -74 | -67 |
| M | 1723693302.149 | 142.646 | 81.931 | 60.960 | -79 | -77 | -77 | -79 | -80 | -75 | -76 | -65 |
| N | 1723693422.189 | 182.553 | 76.716 | 60.960 | -80 | -77 | -79 | -78 | -79 | -78 | -76 | -65 |
| O | 1723692832.124 | 0.849 | 67.971 | 60.960 | -100 | -100 | -100 | -100 | -100 | -100 | -92 | -80 |
| P | 1723693199.132 | 123.967 | 49.711 | 60.960 | -82 | -78 | -77 | -74 | -77 | -74 | -77 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693240.132
- **Target RSSI fingerprint:** [-80, -79, -85, -72, -80, -76, -79, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
224.15867369381075,
90.10586738586426,
60.96
] | 16 |
22,426 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943467.166 | 97.643 | 23.090 | 60.960 | -76 | -74 | -74 | -77 | -76 | -71 | -80 | -77 |
| B | 1725943112.153 | 30.566 | 14.159 | 60.960 | -70 | -76 | -70 | -77 | -76 | -72 | -78 | -74 |
| C | 1725943301.164 | 0.000 | 18.154 | 60.960 | -76 | -78 | -69 | -75 | -70 | -73 | -72 | -71 |
| D | 1725942931.159 | 100.190 | 5.175 | 60.960 | -74 | -77 | -75 | -79 | -79 | -74 | -81 | -75 |
| E | 1725943037.172 | 64.529 | 79.516 | 60.960 | -79 | -78 | -74 | -73 | -73 | -77 | -68 | -66 |
| F | 1725943047.163 | 101.888 | 47.322 | 60.960 | -77 | -77 | -78 | -76 | -67 | -77 | -68 | -60 |
| G | 1725943058.153 | 103.586 | 21.153 | 60.960 | -77 | -72 | -79 | -73 | -71 | -77 | -75 | -59 |
| H | 1725943481.168 | 35.661 | 50.122 | 60.960 | -77 | -75 | -76 | -75 | -79 | -78 | -71 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943210.157
- **Target RSSI fingerprint:** [-77, -78, -76, -73, -76, -78, -71, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037883898506621,
75.34920692443848,
60.96
] | 8 |
41,419 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129896.143 | 123.117 | 84.201 | 60.960 | -70 | -79 | -75 | -75 | -76 | -79 | -67 | -62 |
| B | 1724129819.127 | 60.285 | 3.689 | 60.960 | -81 | -76 | -73 | -78 | -71 | -68 | -70 | -71 |
| C | 1724130469.139 | 8.491 | 113.847 | 60.960 | -100 | -94 | -100 | -89 | -88 | -100 | -93 | -88 |
| D | 1724130395.157 | 9.340 | 107.251 | 60.960 | -80 | -76 | -76 | -78 | -78 | -81 | -76 | -65 |
| E | 1724130059.142 | 120.570 | 30.270 | 60.960 | -71 | -85 | -78 | -80 | -71 | -68 | -67 | -72 |
| F | 1724129840.140 | 52.643 | 64.547 | 60.960 | -75 | -81 | -100 | -100 | -73 | -76 | -69 | -69 |
| G | 1724129965.144 | 131.608 | 69.205 | 60.960 | -81 | -83 | -83 | -79 | -84 | -84 | -84 | -83 |
| H | 1724129806.116 | 49.247 | 29.500 | 60.960 | -100 | -74 | -77 | -77 | -80 | -74 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130271.101
- **Target RSSI fingerprint:** [-80, -78, -78, -84, -85, -77, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.47569522243874,
97.17897891998291,
60.96
] | 8 |
42,128 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698375.168 | 81.512 | 82.542 | 51.816 | -80 | -83 | -74 | -82 | -76 | -77 | -75 | -69 |
| B | 1723697797.152 | 4.245 | 60.725 | 51.816 | -100 | -100 | -100 | -91 | -100 | -97 | -93 | -71 |
| C | 1723698195.152 | 61.983 | 72.151 | 51.816 | -83 | -81 | -72 | -80 | -75 | -76 | -74 | -72 |
| D | 1723698368.157 | 50.096 | 67.214 | 51.816 | -86 | -81 | -72 | -80 | -78 | -77 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698002.152
- **Target RSSI fingerprint:** [-80, -77, -100, -65, -76, -75, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528974417915375,
46.20745658874512,
51.816
] | 4 |
9,749 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008297.131 | 147.737 | 34.490 | 51.816 | -84 | -85 | -85 | -87 | -91 | -77 | -76 | -83 |
| B | 1723008085.149 | 116.322 | 42.240 | 51.816 | -82 | -77 | -77 | -85 | -90 | -80 | -78 | -86 |
| C | 1723008342.181 | 5.094 | 74.898 | 51.816 | -83 | -77 | -76 | -77 | -77 | -82 | -83 | -66 |
| D | 1723008433.142 | 75.567 | 63.777 | 51.816 | -86 | -83 | -82 | -85 | -82 | -69 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008625.152
- **Target RSSI fingerprint:** [-84, -88, -90, -77, -70, -79, -70, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
193.58618391048898,
20.5690860748291,
51.816
] | 4 |
44,557 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698070.154 | 67.927 | 48.317 | 51.816 | -76 | -78 | -76 | -75 | -74 | -67 | -71 | -68 |
| B | 1723698202.151 | 94.249 | 87.903 | 51.816 | -73 | -100 | -73 | -80 | -77 | -84 | -76 | -69 |
| C | 1723698339.140 | 47.549 | 35.087 | 51.816 | -100 | -68 | -100 | -71 | -74 | -70 | -73 | -65 |
| D | 1723698111.163 | 41.605 | 0.318 | 51.816 | -77 | -82 | -81 | -74 | -87 | -73 | -79 | -81 |
| E | 1723697794.155 | 1.698 | 61.256 | 51.816 | -99 | -100 | -100 | -100 | -100 | -90 | -100 | -79 |
| F | 1723698354.164 | 18.680 | 44.602 | 51.816 | -75 | -79 | -78 | -79 | -77 | -77 | -75 | -66 |
| G | 1723698122.138 | 82.361 | 24.882 | 51.816 | -72 | -76 | -76 | -79 | -73 | -82 | -72 | -69 |
| H | 1723698042.139 | 120.570 | 51.104 | 51.816 | -72 | -80 | -73 | -75 | -77 | -100 | -75 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698072.141
- **Target RSSI fingerprint:** [-100, -81, -76, -75, -74, -64, -70, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68143831928927,
57.48727798461914,
51.816
] | 8 |
971 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003214.146 | 10.189 | 53.453 | 51.816 | -87 | -89 | -84 | -88 | -83 | -90 | -81 | -78 |
| B | 1723003133.147 | 22.076 | 22.507 | 51.816 | -73 | -78 | -78 | -83 | -73 | -77 | -70 | -80 |
| C | 1723003237.151 | 57.736 | 91.911 | 51.816 | -80 | -86 | -82 | -85 | -86 | -89 | -69 | -74 |
| D | 1723002912.176 | 20.377 | 29.274 | 51.816 | -74 | -82 | -77 | -83 | -75 | -77 | -69 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002988.151
- **Target RSSI fingerprint:** [-87, -80, -100, -82, -77, -73, -85, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.584995462694765,
42.624454498291016,
51.816
] | 4 |
36,499 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698315.158 | 121.419 | 51.569 | 51.816 | -77 | -81 | -69 | -78 | -81 | -76 | -70 | -74 |
| B | 1723698426.151 | 58.587 | 63.631 | 51.816 | -85 | -81 | -76 | -78 | -75 | -79 | -67 | -63 |
| C | 1723698192.141 | 47.549 | 65.025 | 51.816 | -86 | -73 | -74 | -77 | -82 | -76 | -73 | -73 |
| D | 1723697798.147 | 5.944 | 60.579 | 51.816 | -100 | -97 | -100 | -100 | -100 | -83 | -83 | -66 |
| E | 1723698191.146 | 42.454 | 62.729 | 51.816 | -85 | -64 | -72 | -76 | -74 | -75 | -72 | -71 |
| F | 1723698075.129 | 57.738 | 68.050 | 51.816 | -84 | -81 | -72 | -80 | -76 | -76 | -69 | -64 |
| G | 1723698389.159 | 108.683 | 70.943 | 51.816 | -77 | -82 | -80 | -72 | -74 | -77 | -76 | -78 |
| H | 1723698312.144 | 124.816 | 46.539 | 51.816 | -69 | -78 | -80 | -72 | -83 | -72 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698024.136
- **Target RSSI fingerprint:** [-81, -82, -76, -77, -82, -75, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90858442571903,
83.92187118530273,
51.816
] | 8 |
37,643 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693541.140 | 218.215 | 72.085 | 60.960 | -76 | -77 | -75 | -63 | -76 | -80 | -76 | -66 |
| B | 1723693534.141 | 193.592 | 47.322 | 60.960 | -82 | -70 | -72 | -60 | -73 | -72 | -79 | -61 |
| C | 1723693421.154 | 179.157 | 73.359 | 60.960 | -73 | -74 | -74 | -66 | -73 | -75 | -76 | -63 |
| D | 1723693697.147 | 59.436 | 42.558 | 60.960 | -100 | -91 | -76 | -100 | -78 | -69 | -81 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693497.131
- **Target RSSI fingerprint:** [-81, -86, -78, -85, -80, -78, -82, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72110981373984,
62.17172145843506,
60.96
] | 4 |
39,486 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690000.135 | 195.290 | 41.788 | 42.672 | -100 | -89 | -80 | -80 | -83 | -86 | -79 | -72 |
| B | 1723689726.184 | 143.496 | 80.445 | 42.672 | -79 | -88 | -75 | -85 | -79 | -88 | -80 | -74 |
| C | 1723690100.159 | 211.422 | 128.417 | 42.672 | -78 | -85 | -82 | -84 | -79 | -77 | -65 | -71 |
| D | 1723690217.146 | 160.477 | 0.000 | 42.672 | -100 | -87 | -72 | -84 | -100 | -86 | -83 | -76 |
| E | 1723689874.168 | 201.233 | 53.639 | 42.672 | -100 | -84 | -75 | -89 | -84 | -78 | -86 | -79 |
| F | 1723690083.148 | 230.951 | 85.262 | 42.672 | -100 | -88 | -100 | -85 | -83 | -87 | -84 | -100 |
| G | 1723690153.151 | 157.081 | 50.573 | 42.672 | -80 | -82 | -80 | -88 | -82 | -76 | -86 | -75 |
| H | 1723690218.162 | 158.779 | 0.664 | 42.672 | -100 | -83 | -71 | -85 | -100 | -84 | -85 | -79 |
| I | 1723690081.150 | 224.159 | 78.587 | 42.672 | -100 | -84 | -100 | -80 | -85 | -87 | -90 | -88 |
| J | 1723689777.155 | 224.159 | 111.564 | 42.672 | -80 | -86 | -100 | -88 | -77 | -84 | -85 | -88 |
| K | 1723689674.338 | 200.384 | 51.117 | 42.672 | -100 | -84 | -78 | -83 | -87 | -78 | -86 | -83 |
| L | 1723689768.150 | 211.422 | 102.447 | 42.672 | -77 | -86 | -100 | -86 | -100 | -82 | -87 | -86 |
| M | 1723690118.153 | 172.364 | 104.305 | 42.672 | -72 | -88 | -100 | -84 | -78 | -86 | -86 | -89 |
| N | 1723690110.158 | 200.384 | 129.506 | 42.672 | -74 | -91 | -84 | -86 | -84 | -87 | -72 | -78 |
| O | 1723689697.182 | 222.461 | 112.599 | 42.672 | -73 | -76 | -100 | -81 | -68 | -76 | -67 | -71 |
| P | 1723689736.148 | 129.061 | 64.189 | 42.672 | -74 | -86 | -74 | -86 | -78 | -86 | -80 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689923.133
- **Target RSSI fingerprint:** [-82, -89, -80, -89, -82, -89, -85, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
155.38271931638045,
90.7693862915039,
42.672000000000004
] | 16 |
16,570 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006480.144 | 104.435 | 89.111 | 42.672 | -88 | -85 | -75 | -72 | -90 | -87 | -84 | -64 |
| B | 1723006394.152 | 152.831 | 6.781 | 42.672 | -85 | -85 | -73 | -84 | -86 | -86 | -75 | -81 |
| C | 1723006302.145 | 98.491 | 2.827 | 42.672 | -75 | -85 | -89 | -85 | -82 | -81 | -83 | -83 |
| D | 1723006703.153 | 93.397 | 87.279 | 42.672 | -82 | -84 | -74 | -100 | -82 | -82 | -78 | -100 |
| E | 1723006900.150 | 9.340 | 65.622 | 42.672 | -88 | -83 | -100 | -76 | -82 | -80 | -84 | -83 |
| F | 1723006308.151 | 96.793 | 6.277 | 42.672 | -83 | -86 | -85 | -100 | -84 | -89 | -82 | -83 |
| G | 1723007051.158 | 199.530 | 3.915 | 42.672 | -101 | -100 | -93 | -104 | -99 | -103 | -95 | -102 |
| H | 1723006242.148 | 207.171 | 10.961 | 42.672 | -77 | -86 | -80 | -100 | -79 | -81 | -82 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006434.158
- **Target RSSI fingerprint:** [-85, -81, -100, -100, -80, -74, -100, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.302172897516066,
38.78931522369385,
42.672000000000004
] | 8 |
17,888 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994204.232 | 61.982 | 6.967 | 51.816 | -89 | -100 | -88 | -94 | -86 | -76 | -74 | -84 |
| B | 1731994478.207 | 2.547 | 60.102 | 51.816 | -83 | -74 | -82 | -86 | -88 | -74 | -71 | -75 |
| C | 1731994306.211 | 61.982 | 70.280 | 51.816 | -79 | -85 | -76 | -71 | -77 | -82 | -73 | -64 |
| D | 1731994287.223 | 25.472 | 84.015 | 51.816 | -83 | -87 | -82 | -83 | -83 | -75 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994321.195
- **Target RSSI fingerprint:** [-93, -83, -87, -75, -81, -84, -82, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58563630141737,
54.40855026245117,
51.816
] | 4 |
21,734 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939445.152 | 77.265 | 10.032 | 42.672 | -76 | -71 | -79 | -83 | -78 | -77 | -74 | -86 |
| B | 1725939563.135 | 65.378 | 86.244 | 42.672 | -79 | -85 | -76 | -74 | -79 | -79 | -76 | -67 |
| C | 1725939210.149 | 45.850 | 15.924 | 42.672 | -100 | -86 | -100 | -85 | -68 | -63 | -70 | -100 |
| D | 1725939448.162 | 92.548 | 6.675 | 42.672 | -64 | -64 | -74 | -75 | -72 | -70 | -66 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939765.142
- **Target RSSI fingerprint:** [-100, -100, -73, -63, -100, -100, -100, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.49128531172343,
93.48981380462646,
42.672000000000004
] | 4 |
17,827 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999378.249 | 6.793 | 3.079 | 42.672 | -100 | -82 | -90 | -93 | -88 | -95 | -86 | -94 |
| B | 1731999959.222 | 81.510 | 69.975 | 42.672 | -83 | -77 | -67 | -84 | -75 | -100 | -72 | -75 |
| C | 1731999724.208 | 114.623 | 141.330 | 42.672 | -90 | -100 | -88 | -100 | -84 | -78 | -78 | -63 |
| D | 1731999863.225 | 100.189 | 200.635 | 42.672 | -92 | -88 | -89 | -78 | -87 | -77 | -86 | -75 |
| E | 1732000075.233 | 74.718 | 172.687 | 42.672 | -92 | -90 | -83 | -74 | -92 | -79 | -90 | -72 |
| F | 1731999812.233 | 101.888 | 109.879 | 42.672 | -79 | -85 | -81 | -83 | -84 | -84 | -72 | -71 |
| G | 1731999631.224 | 96.793 | 106.163 | 42.672 | -92 | -82 | -89 | -87 | -90 | -86 | -88 | -90 |
| H | 1732000035.234 | 140.944 | 121.026 | 42.672 | -89 | -84 | -90 | -86 | -83 | -76 | -88 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999784.235
- **Target RSSI fingerprint:** [-84, -89, -86, -80, -81, -82, -82, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226564673620224,
133.32748889923096,
42.672000000000004
] | 8 |
6,986 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999487.141 | 137.548 | 91.513 | 42.672 | -86 | -77 | -83 | -79 | -90 | -83 | -82 | -83 |
| B | 1722999713.131 | 137.548 | 94.445 | 42.672 | -87 | -85 | -87 | -86 | -88 | -86 | -83 | -76 |
| C | 1723000056.165 | 96.793 | 15.248 | 42.672 | -82 | -77 | -83 | -80 | -74 | -76 | -69 | -72 |
| D | 1723000086.152 | 123.114 | 50.321 | 42.672 | -80 | -78 | -67 | -75 | -84 | -73 | -86 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000020.122
- **Target RSSI fingerprint:** [-84, -88, -82, -80, -79, -79, -72, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981244556131925,
82.19672203063965,
42.672000000000004
] | 4 |
1,363 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008313.133 | 101.887 | 42.107 | 51.816 | -82 | -77 | -73 | -86 | -80 | -76 | -82 | -79 |
| B | 1723007907.153 | 201.228 | 18.579 | 51.816 | -69 | -75 | -74 | -76 | -81 | -82 | -77 | -81 |
| C | 1723008143.162 | 95.944 | 89.190 | 51.816 | -86 | -100 | -84 | -69 | -73 | -84 | -81 | -68 |
| D | 1723008388.157 | 145.190 | 57.010 | 51.816 | -76 | -74 | -82 | -71 | -76 | -80 | -83 | -77 |
| E | 1723008311.151 | 112.076 | 42.545 | 51.816 | -83 | -78 | -76 | -90 | -85 | -79 | -86 | -82 |
| F | 1723008477.168 | 40.755 | 19.746 | 51.816 | -75 | -83 | -88 | -77 | -74 | -67 | -78 | -65 |
| G | 1723007965.159 | 104.435 | 0.385 | 51.816 | -78 | -75 | -73 | -89 | -83 | -75 | -78 | -84 |
| H | 1723008137.161 | 67.076 | 87.571 | 51.816 | -87 | -79 | -82 | -68 | -71 | -86 | -75 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008336.146
- **Target RSSI fingerprint:** [-88, -78, -78, -80, -79, -78, -68, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377493043209366,
46.247267723083496,
51.816
] | 8 |
2,562 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002970.135 | 99.340 | 48.862 | 51.816 | -76 | -76 | -83 | -80 | -83 | -77 | -71 | -62 |
| B | 1723003098.152 | 68.774 | 92.269 | 51.816 | -81 | -84 | -80 | -80 | -70 | -72 | -71 | -73 |
| C | 1723003018.155 | 57.736 | 92.760 | 51.816 | -100 | -84 | -86 | -84 | -70 | -82 | -72 | -82 |
| D | 1723003289.153 | 83.208 | 5.932 | 51.816 | -83 | -79 | -76 | -81 | -88 | -78 | -69 | -75 |
| E | 1723003328.139 | 16.981 | 85.926 | 51.816 | -74 | -86 | -84 | -87 | -90 | -90 | -82 | -73 |
| F | 1723003189.159 | 96.793 | 47.548 | 51.816 | -71 | -77 | -80 | -75 | -85 | -78 | -82 | -60 |
| G | 1723003007.147 | 2.547 | 89.137 | 51.816 | -80 | -86 | -88 | -84 | -79 | -80 | -85 | -80 |
| H | 1723002872.140 | 69.623 | 80.392 | 51.816 | -78 | -85 | -86 | -82 | -71 | -70 | -71 | -67 |
| I | 1723003169.162 | 132.454 | 15.460 | 51.816 | -84 | -86 | -79 | -85 | -77 | -80 | -85 | -80 |
| J | 1723003014.152 | 36.510 | 91.831 | 51.816 | -100 | -87 | -85 | -84 | -69 | -82 | -75 | -79 |
| K | 1723003041.130 | 126.510 | 80.445 | 51.816 | -100 | -79 | -91 | -80 | -74 | -66 | -88 | -73 |
| L | 1723002979.151 | 55.189 | 45.584 | 51.816 | -76 | -75 | -76 | -71 | -80 | -79 | -71 | -61 |
| M | 1723002935.136 | 89.152 | 11.240 | 51.816 | -78 | -77 | -78 | -83 | -70 | -79 | -75 | -67 |
| N | 1723003400.161 | 126.510 | 49.976 | 51.816 | -78 | -80 | -77 | -76 | -72 | -74 | -83 | -78 |
| O | 1723003195.153 | 68.774 | 45.305 | 51.816 | -77 | -77 | -73 | -76 | -100 | -79 | -69 | -61 |
| P | 1723002998.146 | 5.094 | 67.440 | 51.816 | -80 | -87 | -88 | -90 | -80 | -84 | -89 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003317.153
- **Target RSSI fingerprint:** [-81, -89, -79, -86, -73, -74, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.0759150970554,
90.34473419189453,
51.816
] | 16 |
9,092 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004330.148 | 76.416 | 4.313 | 60.960 | -79 | -84 | -86 | -73 | -82 | -78 | -73 | -80 |
| B | 1723004915.151 | 119.718 | 13.562 | 60.960 | -74 | -82 | -81 | -69 | -69 | -80 | -71 | -64 |
| C | 1723004843.154 | 69.623 | 68.488 | 60.960 | -85 | -84 | -80 | -86 | -84 | -76 | -76 | -76 |
| D | 1723004781.142 | 101.038 | 91.858 | 60.960 | -87 | -77 | -81 | -86 | -85 | -82 | -70 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723005019.165
- **Target RSSI fingerprint:** [-82, -76, -84, -80, -85, -83, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.92527461535616,
64.95850086212158,
60.96
] | 4 |
5,273 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994296.239 | 32.264 | 95.600 | 51.816 | -76 | -85 | -87 | -73 | -78 | -72 | -70 | -64 |
| B | 1731994660.221 | 27.170 | 40.103 | 51.816 | -86 | -82 | -79 | -92 | -85 | -84 | -78 | -81 |
| C | 1731994427.215 | 118.869 | 75.137 | 51.816 | -86 | -75 | -78 | -80 | -79 | -88 | -78 | -66 |
| D | 1731994287.223 | 25.472 | 84.015 | 51.816 | -82 | -87 | -87 | -75 | -83 | -83 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994763.240
- **Target RSSI fingerprint:** [-78, -89, -84, -83, -83, -84, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226564815864215,
76.67624473571777,
51.816
] | 4 |
4,507 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003403.137 | 117.171 | 48.888 | 51.816 | -79 | -78 | -81 | -84 | -75 | -79 | -84 | -64 |
| B | 1723003492.142 | 84.057 | 24.165 | 51.816 | -85 | -85 | -77 | -76 | -79 | -80 | -73 | -69 |
| C | 1723002851.175 | 81.510 | 7.962 | 51.816 | -76 | -78 | -79 | -75 | -72 | -74 | -83 | -67 |
| D | 1723003051.144 | 132.454 | 28.173 | 51.816 | -86 | -84 | -81 | -81 | -84 | -74 | -73 | -75 |
| E | 1723003264.166 | 128.208 | 53.453 | 51.816 | -88 | -88 | -80 | -89 | -85 | -64 | -72 | -68 |
| F | 1723003302.161 | 73.868 | 42.240 | 51.816 | -86 | -83 | -88 | -73 | -87 | -76 | -77 | -69 |
| G | 1723003248.152 | 112.925 | 94.432 | 51.816 | -83 | -81 | -73 | -77 | -80 | -77 | -68 | -65 |
| H | 1723003003.145 | 0.849 | 87.797 | 51.816 | -84 | -82 | -90 | -88 | -88 | -82 | -78 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002917.142
- **Target RSSI fingerprint:** [-72, -71, -100, -100, -75, -100, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.471866492552685,
10.151839256286621,
51.816
] | 8 |
33,816 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126670.117 | 84.060 | 53.387 | 42.672 | -85 | -86 | -85 | -76 | -81 | -80 | -79 | -76 |
| B | 1724126937.138 | 45.002 | 30.031 | 42.672 | -100 | -76 | -80 | -84 | -100 | -100 | -67 | -69 |
| C | 1724126701.168 | 133.307 | 56.266 | 42.672 | -66 | -100 | -82 | -85 | -72 | -81 | -79 | -87 |
| D | 1724127026.173 | 68.776 | 78.003 | 42.672 | -80 | -75 | -76 | -100 | -78 | -81 | -81 | -62 |
| E | 1724126635.151 | 50.096 | 10.178 | 42.672 | -81 | -82 | -80 | -87 | -86 | -78 | -76 | -73 |
| F | 1724127165.131 | 109.532 | 25.718 | 42.672 | -95 | -100 | -87 | -93 | -88 | -86 | -84 | -100 |
| G | 1724126810.136 | 56.889 | 0.902 | 42.672 | -91 | -71 | -100 | -100 | -83 | -88 | -87 | -62 |
| H | 1724127037.152 | 81.512 | 52.537 | 42.672 | -87 | -85 | -83 | -72 | -83 | -79 | -75 | -73 |
| I | 1724126303.103 | 0.849 | 120.296 | 42.672 | -85 | -83 | -93 | -100 | -100 | -100 | -97 | -81 |
| J | 1724126626.141 | 56.889 | 6.211 | 42.672 | -100 | -83 | -88 | -84 | -87 | -83 | -86 | -75 |
| K | 1724126840.150 | 61.134 | 71.448 | 42.672 | -85 | -80 | -82 | -85 | -78 | -83 | -81 | -65 |
| L | 1724126963.137 | 130.759 | 63.844 | 42.672 | -78 | -100 | -81 | -77 | -79 | -79 | -71 | -86 |
| M | 1724126688.160 | 118.023 | 33.667 | 42.672 | -85 | -100 | -100 | -86 | -73 | -75 | -79 | -89 |
| N | 1724127111.144 | 35.662 | 46.035 | 42.672 | -100 | -75 | -100 | -74 | -100 | -67 | -56 | -69 |
| O | 1724126665.149 | 73.870 | 75.031 | 42.672 | -79 | -87 | -84 | -79 | -84 | -79 | -79 | -81 |
| P | 1724126753.141 | 45.002 | 30.402 | 42.672 | -100 | -78 | -68 | -78 | -84 | -69 | -54 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126716.143
- **Target RSSI fingerprint:** [-83, -100, -86, -90, -86, -82, -87, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38118099062453,
95.54672241210938,
42.672000000000004
] | 16 |
2,376 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841030.158 | 47.548 | 85.501 | 60.960 | -78 | -86 | -83 | -80 | -76 | -79 | -81 | -67 |
| B | 1722841238.148 | 33.963 | 99.276 | 60.960 | -79 | -89 | -75 | -83 | -82 | -79 | -82 | -67 |
| C | 1722840620.175 | 2.547 | 5.839 | 60.960 | -91 | -100 | -84 | -73 | -69 | -100 | -88 | -86 |
| D | 1722840899.167 | 121.416 | 138.450 | 60.960 | -81 | -80 | -77 | -71 | -74 | -74 | -77 | -70 |
| E | 1722841111.174 | 106.133 | 165.667 | 60.960 | -78 | -78 | -71 | -78 | -78 | -74 | -78 | -72 |
| F | 1722841216.166 | 94.246 | 81.878 | 60.960 | -85 | -83 | -79 | -70 | -81 | -76 | -72 | -78 |
| G | 1722841157.184 | 33.113 | 101.266 | 60.960 | -86 | -89 | -78 | -75 | -85 | -77 | -83 | -72 |
| H | 1722840913.158 | 89.152 | 193.602 | 60.960 | -86 | -74 | -77 | -77 | -76 | -73 | -74 | -72 |
| I | 1722841375.191 | 56.887 | 105.221 | 60.960 | -85 | -84 | -81 | -87 | -86 | -73 | -73 | -73 |
| J | 1722841128.174 | 73.019 | 178.234 | 60.960 | -83 | -75 | -79 | -83 | -76 | -76 | -75 | -75 |
| K | 1722841381.156 | 80.661 | 125.737 | 60.960 | -85 | -81 | -77 | -83 | -75 | -74 | -75 | -72 |
| L | 1722840926.167 | 60.283 | 166.782 | 60.960 | -84 | -77 | -82 | -85 | -79 | -75 | -74 | -78 |
| M | 1722840990.174 | 125.661 | 135.119 | 60.960 | -79 | -72 | -78 | -76 | -76 | -82 | -70 | -68 |
| N | 1722840999.159 | 137.548 | 117.576 | 60.960 | -88 | -78 | -86 | -78 | -73 | -81 | -75 | -86 |
| O | 1722841001.162 | 134.152 | 114.576 | 60.960 | -85 | -77 | -88 | -72 | -82 | -74 | -73 | -89 |
| P | 1722841110.145 | 109.529 | 161.155 | 60.960 | -82 | -79 | -72 | -77 | -77 | -75 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841194.153
- **Target RSSI fingerprint:** [-80, -72, -77, -75, -77, -78, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.1140699244578,
138.7152624130249,
60.96
] | 16 |
30,123 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696439.141 | 26.322 | 30.482 | 42.672 | -79 | -79 | -77 | -77 | -76 | -73 | -69 | -67 |
| B | 1723696633.133 | 62.832 | 70.585 | 42.672 | -80 | -84 | -77 | -80 | -73 | -75 | -73 | -72 |
| C | 1723696806.155 | 46.700 | 63.034 | 42.672 | -83 | -85 | -79 | -86 | -70 | -75 | -76 | -69 |
| D | 1723696428.160 | 46.700 | 31.637 | 42.672 | -82 | -80 | -78 | -78 | -83 | -79 | -75 | -63 |
| E | 1723696528.159 | 26.322 | 51.038 | 42.672 | -79 | -82 | -77 | -75 | -78 | -79 | -72 | -63 |
| F | 1723696266.120 | 5.944 | 57.355 | 42.672 | -100 | -100 | -100 | -100 | -101 | -100 | -107 | -95 |
| G | 1723696707.149 | 19.529 | 47.654 | 42.672 | -79 | -84 | -77 | -74 | -77 | -79 | -71 | -62 |
| H | 1723696711.155 | 20.378 | 45.610 | 42.672 | -78 | -100 | -73 | -74 | -75 | -68 | -68 | -78 |
| I | 1723696601.129 | 50.096 | 33.282 | 42.672 | -83 | -83 | -77 | -79 | -79 | -80 | -80 | -63 |
| J | 1723696844.169 | 108.683 | 33.773 | 42.672 | -100 | -83 | -100 | -76 | -85 | -78 | -78 | -77 |
| K | 1723696769.148 | 90.003 | 51.091 | 42.672 | -85 | -81 | -76 | -75 | -82 | -78 | -77 | -62 |
| L | 1723696474.151 | 100.192 | 85.647 | 42.672 | -80 | -85 | -86 | -85 | -71 | -84 | -85 | -100 |
| M | 1723696772.163 | 77.267 | 45.013 | 42.672 | -79 | -79 | -76 | -76 | -100 | -77 | -76 | -62 |
| N | 1723696690.137 | 61.134 | 64.242 | 42.672 | -72 | -79 | -78 | -80 | -69 | -72 | -69 | -64 |
| O | 1723696537.168 | 24.623 | 40.262 | 42.672 | -79 | -77 | -79 | -73 | -74 | -84 | -77 | -73 |
| P | 1723696648.150 | 101.890 | 88.341 | 42.672 | -83 | -71 | -80 | -100 | -71 | -81 | -80 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696664.162
- **Target RSSI fingerprint:** [-100, -80, -85, -82, -83, -79, -81, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.91013363188472,
43.30124378204346,
42.672000000000004
] | 16 |
34,104 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129838.126 | 43.303 | 59.757 | 60.960 | -75 | -82 | -81 | -80 | -75 | -80 | -70 | -73 |
| B | 1724129886.151 | 145.194 | 42.651 | 60.960 | -80 | -83 | -80 | -81 | -72 | -81 | -68 | -71 |
| C | 1724130172.120 | 100.192 | 21.989 | 60.960 | -79 | -84 | -80 | -79 | -81 | -76 | -73 | -69 |
| D | 1724129981.123 | 131.608 | 35.989 | 60.960 | -100 | -77 | -78 | -73 | -74 | -67 | -76 | -68 |
| E | 1724130225.133 | 88.305 | 56.399 | 60.960 | -80 | -78 | -73 | -77 | -83 | -70 | -78 | -69 |
| F | 1724130168.143 | 119.721 | 31.026 | 60.960 | -78 | -100 | -80 | -78 | -75 | -70 | -73 | -69 |
| G | 1724130470.124 | 7.642 | 114.537 | 60.960 | -100 | -87 | -95 | -100 | -100 | -100 | -89 | -80 |
| H | 1724130167.131 | 124.816 | 33.256 | 60.960 | -78 | -100 | -80 | -78 | -77 | -71 | -74 | -68 |
| I | 1724129989.124 | 93.399 | 17.769 | 60.960 | -100 | -86 | -82 | -77 | -78 | -81 | -73 | -63 |
| J | 1724130316.123 | 78.965 | 44.734 | 60.960 | -75 | -80 | -81 | -81 | -74 | -75 | -70 | -69 |
| K | 1724130027.133 | 57.738 | 68.263 | 60.960 | -76 | -71 | -100 | -100 | -77 | -78 | -71 | -69 |
| L | 1724130180.135 | 63.681 | 4.353 | 60.960 | -80 | -85 | -82 | -78 | -79 | -69 | -71 | -64 |
| M | 1724130095.128 | 89.154 | 83.736 | 60.960 | -79 | -84 | -80 | -77 | -76 | -75 | -79 | -64 |
| N | 1724129837.158 | 39.058 | 56.956 | 60.960 | -76 | -77 | -80 | -80 | -79 | -79 | -70 | -71 |
| O | 1724130325.125 | 120.570 | 64.083 | 60.960 | -76 | -72 | -82 | -81 | -72 | -70 | -73 | -73 |
| P | 1724129809.137 | 55.191 | 16.097 | 60.960 | -100 | -80 | -73 | -77 | -100 | -73 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129842.122
- **Target RSSI fingerprint:** [-76, -80, -85, -83, -77, -76, -71, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98327758263257,
69.37753677368164,
60.96
] | 16 |
6,921 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833582.153 | 103.586 | 91.619 | 60.960 | -83 | -92 | -86 | -83 | -84 | -70 | -90 | -83 |
| B | 1722833816.164 | 66.227 | 7.179 | 60.960 | -100 | -86 | -92 | -87 | -79 | -83 | -83 | -74 |
| C | 1722833807.153 | 78.114 | 15.327 | 60.960 | -87 | -81 | -79 | -84 | -82 | -85 | -79 | -79 |
| D | 1722833660.177 | 49.246 | 82.077 | 60.960 | -89 | -83 | -71 | -87 | -83 | -92 | -76 | -87 |
| E | 1722833573.150 | 87.453 | 78.561 | 60.960 | -87 | -90 | -78 | -88 | -78 | -82 | -77 | -86 |
| F | 1722833636.160 | 1.698 | 56.120 | 60.960 | -100 | -85 | -85 | -77 | -80 | -85 | -81 | -82 |
| G | 1722834092.156 | 65.378 | 4.658 | 60.960 | -83 | -91 | -102 | -85 | -98 | -85 | -87 | -80 |
| H | 1722833785.162 | 120.567 | 76.822 | 60.960 | -83 | -83 | -84 | -82 | -88 | -78 | -79 | -80 |
| I | 1722833725.162 | 43.302 | 95.281 | 60.960 | -82 | -83 | -86 | -88 | -78 | -77 | -84 | -85 |
| J | 1722833863.137 | 72.170 | 61.084 | 60.960 | -88 | -90 | -75 | -88 | -81 | -87 | -79 | -84 |
| K | 1722833900.168 | 99.340 | 94.167 | 60.960 | -78 | -84 | -90 | -89 | -83 | -89 | -76 | -80 |
| L | 1722834093.168 | 65.378 | 2.946 | 60.960 | -86 | -90 | -101 | -88 | -98 | -86 | -87 | -79 |
| M | 1722833503.152 | 108.680 | 84.041 | 60.960 | -100 | -90 | -91 | -85 | -81 | -84 | -75 | -71 |
| N | 1722833770.167 | 86.604 | 77.738 | 60.960 | -89 | -90 | -78 | -89 | -76 | -85 | -77 | -85 |
| O | 1722833924.147 | 32.264 | 85.315 | 60.960 | -84 | -82 | -86 | -78 | -79 | -78 | -81 | -83 |
| P | 1722833674.163 | 101.038 | 36.547 | 60.960 | -85 | -83 | -76 | -77 | -83 | -83 | -84 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833421.171
- **Target RSSI fingerprint:** [-100, -93, -89, -84, -86, -83, -89, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52875426303011,
10.934791564941406,
60.96
] | 16 |
23,485 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939108.161 | 34.812 | 11.240 | 42.672 | -100 | -100 | -90 | -100 | -100 | -100 | -87 | -100 |
| B | 1725939694.150 | 61.133 | 64.016 | 42.672 | -84 | -75 | -74 | -67 | -76 | -70 | -74 | -61 |
| C | 1725939432.150 | 14.434 | 23.502 | 42.672 | -78 | -74 | -74 | -74 | -74 | -72 | -69 | -80 |
| D | 1725939369.166 | 95.945 | 55.072 | 42.672 | -82 | -76 | -80 | -82 | -77 | -86 | -81 | -61 |
| E | 1725939818.158 | 7.642 | 67.891 | 42.672 | -77 | -64 | -73 | -68 | -75 | -75 | -68 | -63 |
| F | 1725939441.137 | 57.737 | 14.743 | 42.672 | -64 | -74 | -100 | -100 | -77 | -66 | -100 | -76 |
| G | 1725939519.151 | 0.849 | 21.126 | 42.672 | -74 | -73 | -66 | -65 | -69 | -77 | -68 | -76 |
| H | 1725939704.141 | 52.642 | 16.389 | 42.672 | -80 | -84 | -77 | -79 | -78 | -70 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939513.153
- **Target RSSI fingerprint:** [-82, -85, -77, -74, -75, -80, -76, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77390458298819,
17.769036293029785,
42.672000000000004
] | 8 |
8,849 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006392.166 | 145.190 | 7.113 | 42.672 | -81 | -85 | -84 | -85 | -73 | -85 | -71 | -86 |
| B | 1723006262.148 | 137.548 | 83.046 | 42.672 | -100 | -100 | -82 | -77 | -79 | -100 | -74 | -100 |
| C | 1723006330.145 | 63.680 | 83.351 | 42.672 | -73 | -72 | -82 | -81 | -100 | -74 | -75 | -72 |
| D | 1723006816.171 | 46.698 | 9.886 | 42.672 | -100 | -81 | -74 | -72 | -72 | -73 | -78 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006542.164
- **Target RSSI fingerprint:** [-81, -84, -89, -91, -84, -81, -83, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26466144458749,
53.32037925720215,
42.672000000000004
] | 4 |
30,931 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693659.147 | 188.497 | 41.178 | 60.960 | -80 | -83 | -72 | -82 | -80 | -74 | -82 | -82 |
| B | 1723693196.160 | 118.872 | 60.858 | 60.960 | -84 | -100 | -75 | -100 | -69 | -75 | -86 | -77 |
| C | 1723693620.149 | 174.912 | 71.434 | 60.960 | -84 | -75 | -78 | -80 | -78 | -75 | -66 | -64 |
| D | 1723693159.156 | 208.875 | 118.863 | 60.960 | -100 | -69 | -100 | -71 | -73 | -75 | -64 | -67 |
| E | 1723693145.145 | 227.555 | 79.622 | 60.960 | -70 | -70 | -79 | -79 | -76 | -74 | -63 | -69 |
| F | 1723693616.155 | 158.779 | 57.408 | 60.960 | -81 | -100 | -74 | -100 | -74 | -73 | -67 | -62 |
| G | 1723693341.138 | 217.366 | 69.776 | 60.960 | -78 | -75 | -79 | -81 | -76 | -76 | -62 | -67 |
| H | 1723693526.140 | 185.950 | 42.213 | 60.960 | -77 | -79 | -70 | -74 | -100 | -78 | -80 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723692880.146
- **Target RSSI fingerprint:** [-100, -100, -100, -83, -100, -93, -96, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547257655611486,
67.47987270355225,
60.96
] | 8 |
30,227 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693700.166 | 45.851 | 49.061 | 60.960 | -78 | -100 | -81 | -79 | -100 | -78 | -68 | -69 |
| B | 1723693429.162 | 209.724 | 100.258 | 60.960 | -72 | -74 | -74 | -81 | -66 | -77 | -78 | -68 |
| C | 1723693089.152 | 127.363 | 53.519 | 60.960 | -81 | -82 | -77 | -71 | -74 | -72 | -81 | -62 |
| D | 1723693562.143 | 202.932 | 131.987 | 60.960 | -82 | -76 | -73 | -78 | -67 | -78 | -79 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693270.147
- **Target RSSI fingerprint:** [-83, -82, -77, -75, -80, -77, -70, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
147.74094402546618,
1.7649602890014648,
60.96
] | 4 |
23,948 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937683.155 | 8.491 | 73.040 | 30.480 | -77 | -80 | -75 | -73 | -63 | -65 | -64 | -48 |
| B | 1725938095.161 | 54.340 | 11.187 | 30.480 | -71 | -85 | -78 | -84 | -85 | -77 | -70 | -78 |
| C | 1725938226.146 | 3.396 | 46.234 | 30.480 | -69 | -75 | -72 | -74 | -71 | -70 | -66 | -64 |
| D | 1725937928.177 | 31.416 | 111.206 | 30.480 | -100 | -83 | -100 | -81 | -71 | -68 | -66 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937253.127
- **Target RSSI fingerprint:** [-91, -94, -78, -95, -93, -100, -84, -93]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84967235476033,
6.091103553771973,
30.48
] | 4 |
23,288 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941326.154 | 30.566 | 63.499 | 51.816 | -79 | -73 | -75 | -76 | -76 | -71 | -73 | -69 |
| B | 1725941163.157 | 42.453 | 24.192 | 51.816 | -86 | -77 | -83 | -77 | -70 | -70 | -71 | -74 |
| C | 1725941189.146 | 107.832 | 51.741 | 51.816 | -83 | -75 | -77 | -71 | -73 | -70 | -77 | -63 |
| D | 1725941263.165 | 16.132 | 106.813 | 51.816 | -54 | -73 | -68 | -69 | -78 | -67 | -73 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941098.148
- **Target RSSI fingerprint:** [-77, -74, -74, -74, -79, -74, -69, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.982573332605,
53.51943492889404,
51.816
] | 4 |
29,197 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130348.128 | 135.005 | 38.020 | 60.960 | -80 | -81 | -84 | -78 | -79 | -72 | -75 | -71 |
| B | 1724130345.126 | 144.345 | 42.863 | 60.960 | -77 | -82 | -85 | -83 | -81 | -78 | -71 | -81 |
| C | 1724130278.131 | 85.758 | 82.661 | 60.960 | -79 | -80 | -83 | -81 | -80 | -72 | -81 | -64 |
| D | 1724129807.133 | 51.794 | 24.948 | 60.960 | -100 | -76 | -76 | -71 | -74 | -73 | -75 | -69 |
| E | 1724130389.129 | 21.227 | 80.445 | 60.960 | -74 | -72 | -74 | -76 | -74 | -74 | -74 | -63 |
| F | 1724130394.135 | 11.038 | 103.217 | 60.960 | -80 | -81 | -83 | -77 | -77 | -81 | -77 | -65 |
| G | 1724130015.125 | 32.265 | 52.790 | 60.960 | -74 | -81 | -79 | -81 | -81 | -79 | -69 | -63 |
| H | 1724129982.142 | 126.514 | 33.627 | 60.960 | -81 | -82 | -83 | -77 | -77 | -72 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130265.141
- **Target RSSI fingerprint:** [-73, -77, -80, -81, -100, -79, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
120.57021118813458,
88.50015163421631,
60.96
] | 8 |
43,972 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126650.221 | 31.416 | 56.572 | 42.672 | -80 | -78 | -84 | -75 | -78 | -78 | -77 | -68 |
| B | 1724127202.142 | 18.680 | 84.532 | 42.672 | -100 | -100 | -79 | -68 | -82 | -78 | -71 | -63 |
| C | 1724126707.159 | 119.721 | 83.298 | 42.672 | -72 | -83 | -85 | -100 | -71 | -78 | -84 | -85 |
| D | 1724126801.139 | 95.947 | 19.216 | 42.672 | -86 | -86 | -100 | -100 | -77 | -100 | -81 | -68 |
| E | 1724126638.132 | 42.454 | 25.028 | 42.672 | -83 | -100 | -84 | -74 | -89 | -66 | -52 | -69 |
| F | 1724127009.145 | 30.567 | 50.427 | 42.672 | -80 | -100 | -100 | -68 | -83 | -81 | -71 | -63 |
| G | 1724126869.127 | 107.834 | 27.629 | 42.672 | -88 | -79 | -84 | -90 | -100 | -84 | -82 | -91 |
| H | 1724126953.126 | 113.778 | 63.777 | 42.672 | -82 | -86 | -87 | -90 | -100 | -86 | -79 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127172.131
- **Target RSSI fingerprint:** [-86, -78, -87, -76, -90, -78, -63, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11591270105737,
10.470328330993652,
42.672000000000004
] | 8 |
16,493 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003387.140 | 135.001 | 12.275 | 51.816 | -87 | -81 | -86 | -87 | -84 | -85 | -82 | -82 |
| B | 1723003420.145 | 33.113 | 43.845 | 51.816 | -84 | -91 | -78 | -76 | -73 | -76 | -90 | -68 |
| C | 1723003113.149 | 5.094 | 86.138 | 51.816 | -88 | -85 | -76 | -79 | -74 | -70 | -82 | -71 |
| D | 1723002845.132 | 113.774 | 9.449 | 51.816 | -85 | -79 | -82 | -85 | -80 | -80 | -84 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002906.147
- **Target RSSI fingerprint:** [-82, -100, -79, -83, -80, -73, -68, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037808813439497,
58.56217861175537,
51.816
] | 4 |
26,230 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938244.194 | 30.566 | 17.305 | 30.480 | -72 | -77 | -100 | -72 | -73 | -69 | -65 | -74 |
| B | 1725937985.129 | 34.812 | 51.476 | 30.480 | -66 | -77 | -63 | -68 | -69 | -74 | -79 | -73 |
| C | 1725938019.154 | 30.566 | 16.349 | 30.480 | -75 | -75 | -100 | -73 | -75 | -70 | -65 | -66 |
| D | 1725937897.160 | 3.396 | 40.289 | 30.480 | -65 | -68 | -100 | -64 | -67 | -62 | -56 | -54 |
| E | 1725937898.160 | 4.245 | 45.159 | 30.480 | -62 | -69 | -100 | -62 | -65 | -59 | -54 | -54 |
| F | 1725938187.147 | 106.983 | 33.202 | 30.480 | -84 | -76 | -62 | -84 | -84 | -83 | -80 | -76 |
| G | 1725937735.161 | 106.134 | 43.407 | 30.480 | -100 | -78 | -62 | -86 | -87 | -89 | -83 | -74 |
| H | 1725938054.153 | 97.643 | 21.737 | 30.480 | -83 | -79 | -62 | -86 | -83 | -82 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937580.150
- **Target RSSI fingerprint:** [-79, -73, -100, -83, -77, -79, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83103248615305,
10.41724681854248,
30.48
] | 8 |
15,106 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008533.149 | 121.416 | 43.673 | 51.816 | -83 | -79 | -100 | -78 | -83 | -86 | -87 | -75 |
| B | 1723008509.152 | 154.529 | 10.125 | 51.816 | -77 | -82 | -74 | -84 | -75 | -76 | -86 | -64 |
| C | 1723008184.151 | 135.001 | 3.915 | 51.816 | -79 | -76 | -87 | -71 | -84 | -84 | -76 | -76 |
| D | 1723008268.154 | 74.717 | 7.989 | 51.816 | -79 | -82 | -76 | -81 | -79 | -72 | -70 | -70 |
| E | 1723007965.159 | 104.435 | 0.385 | 51.816 | -79 | -75 | -89 | -75 | -84 | -83 | -78 | -73 |
| F | 1723008316.146 | 87.453 | 41.417 | 51.816 | -82 | -78 | -88 | -77 | -71 | -84 | -83 | -80 |
| G | 1723007978.147 | 84.906 | 36.003 | 51.816 | -87 | -87 | -81 | -86 | -83 | -81 | -70 | -81 |
| H | 1723007931.160 | 136.699 | 83.245 | 51.816 | -79 | -84 | -85 | -84 | -80 | -81 | -81 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008239.174
- **Target RSSI fingerprint:** [-86, -77, -78, -79, -71, -76, -81, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.3962488405348945,
80.65735816955566,
51.816
] | 8 |
43,236 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123572.155 | 16.133 | 49.591 | 60.960 | -81 | -100 | -71 | -82 | -75 | -77 | -80 | -67 |
| B | 1724123381.127 | 53.492 | 52.405 | 60.960 | -71 | -78 | -77 | -82 | -77 | -81 | -77 | -65 |
| C | 1724123601.152 | 22.076 | 21.126 | 60.960 | -100 | -76 | -82 | -78 | -83 | -74 | -78 | -79 |
| D | 1724123109.148 | 82.361 | 52.206 | 60.960 | -79 | -78 | -100 | -78 | -73 | -83 | -73 | -63 |
| E | 1724123326.153 | 49.247 | 64.521 | 60.960 | -100 | -74 | -76 | -79 | -74 | -71 | -71 | -66 |
| F | 1724123347.179 | 105.287 | 65.078 | 60.960 | -75 | -75 | -100 | -70 | -68 | -79 | -74 | -71 |
| G | 1724123119.133 | 38.209 | 29.619 | 60.960 | -84 | -79 | -72 | -80 | -71 | -79 | -83 | -65 |
| H | 1724123063.356 | 33.114 | 5.428 | 60.960 | -100 | -77 | -83 | -82 | -78 | -74 | -79 | -78 |
| I | 1724123112.130 | 68.776 | 45.318 | 60.960 | -79 | -78 | -78 | -77 | -70 | -80 | -77 | -63 |
| J | 1724123350.141 | 112.079 | 51.476 | 60.960 | -80 | -79 | -100 | -76 | -73 | -83 | -78 | -70 |
| K | 1724123478.118 | 21.227 | 19.123 | 60.960 | -82 | -100 | -72 | -82 | -76 | -79 | -79 | -67 |
| L | 1724122988.143 | 5.944 | 54.674 | 60.960 | -82 | -100 | -73 | -100 | -100 | -95 | -82 | -68 |
| M | 1724123310.124 | 10.189 | 39.373 | 60.960 | -73 | -78 | -71 | -79 | -100 | -66 | -79 | -65 |
| N | 1724123295.137 | 37.360 | 28.677 | 60.960 | -83 | -79 | -74 | -81 | -71 | -80 | -81 | -65 |
| O | 1724123435.143 | 89.154 | 32.446 | 60.960 | -100 | -78 | -84 | -82 | -72 | -78 | -78 | -67 |
| P | 1724123486.126 | 11.887 | 36.228 | 60.960 | -71 | -75 | -75 | -78 | -100 | -68 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123200.124
- **Target RSSI fingerprint:** [-73, -79, -82, -83, -76, -81, -80, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13418039994811,
37.661333084106445,
60.96
] | 16 |
38,703 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690140.153 | 137.552 | 49.817 | 42.672 | -77 | -82 | -86 | -83 | -100 | -75 | -79 | -80 |
| B | 1723689992.304 | 226.706 | 75.548 | 42.672 | -80 | -83 | -88 | -89 | -83 | -88 | -92 | -100 |
| C | 1723690074.138 | 201.233 | 54.501 | 42.672 | -77 | -92 | -81 | -100 | -100 | -78 | -77 | -79 |
| D | 1723690000.135 | 195.290 | 41.788 | 42.672 | -83 | -80 | -79 | -89 | -89 | -86 | -72 | -80 |
| E | 1723689921.154 | 163.024 | 97.351 | 42.672 | -79 | -100 | -100 | -82 | -83 | -86 | -100 | -82 |
| F | 1723689329.141 | 6.793 | 69.895 | 42.672 | -100 | -100 | -100 | -96 | -75 | -97 | -100 | -96 |
| G | 1723689675.119 | 202.932 | 54.010 | 42.672 | -83 | -84 | -83 | -84 | -85 | -78 | -83 | -76 |
| H | 1723689611.147 | 154.534 | 14.518 | 42.672 | -100 | -77 | -76 | -80 | -86 | -81 | -76 | -71 |
| I | 1723690112.152 | 193.592 | 123.786 | 42.672 | -100 | -83 | -72 | -86 | -83 | -81 | -74 | -80 |
| J | 1723690230.161 | 104.438 | 25.333 | 42.672 | -100 | -81 | -84 | -78 | -78 | -81 | -73 | -71 |
| K | 1723689811.146 | 158.779 | 3.530 | 42.672 | -87 | -80 | -76 | -88 | -86 | -89 | -81 | -75 |
| L | 1723689643.135 | 146.892 | 88.288 | 42.672 | -82 | -90 | -82 | -84 | -83 | -80 | -77 | -77 |
| M | 1723689852.135 | 163.874 | 105.871 | 42.672 | -100 | -87 | -100 | -81 | -100 | -85 | -85 | -89 |
| N | 1723689676.111 | 206.328 | 57.063 | 42.672 | -83 | -82 | -79 | -82 | -81 | -73 | -76 | -77 |
| O | 1723690004.144 | 180.855 | 27.178 | 42.672 | -90 | -80 | -89 | -87 | -89 | -82 | -82 | -80 |
| P | 1723690233.136 | 90.852 | 31.942 | 42.672 | -100 | -100 | -100 | -85 | -68 | -85 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689881.146
- **Target RSSI fingerprint:** [-83, -85, -89, -89, -84, -88, -92, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
223.3095911486779,
76.18524074554443,
42.672000000000004
] | 16 |
35,635 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691895.146 | 65.380 | 43.447 | 51.816 | -74 | -66 | -100 | -78 | -81 | -76 | -77 | -77 |
| B | 1723691886.133 | 106.136 | 24.603 | 51.816 | -79 | -67 | -100 | -79 | -80 | -68 | -78 | -75 |
| C | 1723691428.130 | 217.366 | 111.790 | 51.816 | -76 | -100 | -79 | -84 | -78 | -82 | -77 | -80 |
| D | 1723691597.135 | 130.759 | 54.807 | 51.816 | -100 | -76 | -76 | -83 | -75 | -72 | -78 | -77 |
| E | 1723691836.145 | 221.611 | 110.330 | 51.816 | -83 | -100 | -80 | -83 | -75 | -78 | -79 | -84 |
| F | 1723691786.137 | 125.665 | 70.559 | 51.816 | -100 | -100 | -76 | -83 | -86 | -70 | -76 | -75 |
| G | 1723691237.145 | 13.585 | 77.194 | 51.816 | -79 | -69 | -76 | -78 | -79 | -100 | -79 | -78 |
| H | 1723691477.132 | 146.892 | 13.775 | 51.816 | -78 | -68 | -77 | -79 | -78 | -82 | -69 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691393.140
- **Target RSSI fingerprint:** [-79, -100, -81, -83, -82, -83, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96654296561952,
64.95850086212158,
51.816
] | 8 |
2,691 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008050.152 | 107.831 | 8.971 | 51.816 | -87 | -83 | -72 | -71 | -77 | -85 | -76 | -83 |
| B | 1723008166.156 | 150.284 | 40.926 | 51.816 | -79 | -86 | -70 | -76 | -87 | -84 | -77 | -81 |
| C | 1723007993.158 | 67.076 | 84.360 | 51.816 | -81 | -82 | -85 | -100 | -80 | -75 | -78 | -77 |
| D | 1723008099.155 | 45.849 | 40.767 | 51.816 | -80 | -74 | -100 | -83 | -75 | -73 | -71 | -67 |
| E | 1723008617.158 | 165.567 | 50.640 | 51.816 | -86 | -87 | -70 | -76 | -84 | -86 | -71 | -81 |
| F | 1723008270.155 | 83.208 | 8.148 | 51.816 | -83 | -81 | -75 | -72 | -70 | -82 | -68 | -79 |
| G | 1723008079.186 | 142.642 | 42.930 | 51.816 | -84 | -85 | -84 | -89 | -87 | -81 | -69 | -80 |
| H | 1723008255.151 | 44.151 | 12.461 | 51.816 | -83 | -71 | -79 | -76 | -76 | -69 | -100 | -62 |
| I | 1723007947.172 | 157.077 | 9.183 | 51.816 | -73 | -80 | -70 | -71 | -82 | -74 | -69 | -71 |
| J | 1723008091.143 | 85.755 | 41.191 | 51.816 | -78 | -70 | -100 | -83 | -82 | -76 | -75 | -79 |
| K | 1723008424.137 | 95.095 | 16.668 | 51.816 | -84 | -83 | -81 | -80 | -70 | -87 | -77 | -82 |
| L | 1723008505.134 | 138.397 | 9.833 | 51.816 | -85 | -84 | -72 | -73 | -86 | -85 | -68 | -81 |
| M | 1723007906.156 | 204.624 | 15.035 | 51.816 | -77 | -100 | -77 | -81 | -78 | -82 | -76 | -81 |
| N | 1723008030.178 | 44.151 | 11.466 | 51.816 | -82 | -70 | -77 | -77 | -76 | -68 | -100 | -61 |
| O | 1723008443.154 | 67.076 | 85.674 | 51.816 | -82 | -84 | -83 | -83 | -85 | -77 | -72 | -69 |
| P | 1723008433.142 | 75.567 | 63.777 | 51.816 | -83 | -85 | -82 | -85 | -78 | -82 | -79 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008541.172
- **Target RSSI fingerprint:** [-80, -78, -100, -88, -83, -78, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35903438297119,
41.49647235870361,
51.816
] | 16 |
37,858 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123087.129 | 109.532 | 44.350 | 60.960 | -82 | -87 | -85 | -80 | -72 | -74 | -74 | -67 |
| B | 1724123597.155 | 29.718 | 3.981 | 60.960 | -100 | -82 | -80 | -76 | -80 | -79 | -77 | -82 |
| C | 1724123143.143 | 19.529 | 51.662 | 60.960 | -100 | -69 | -100 | -73 | -82 | -78 | -75 | -68 |
| D | 1724123448.136 | 107.834 | 50.281 | 60.960 | -74 | -83 | -77 | -78 | -77 | -78 | -81 | -69 |
| E | 1724123364.125 | 86.607 | 27.138 | 60.960 | -79 | -84 | -83 | -77 | -76 | -77 | -69 | -63 |
| F | 1724123558.140 | 51.794 | 64.905 | 60.960 | -72 | -79 | -75 | -100 | -84 | -78 | -81 | -63 |
| G | 1724123335.123 | 89.154 | 84.997 | 60.960 | -78 | -84 | -83 | -78 | -78 | -71 | -75 | -67 |
| H | 1724123280.165 | 98.494 | 60.234 | 60.960 | -73 | -82 | -79 | -76 | -85 | -84 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123438.140
- **Target RSSI fingerprint:** [-80, -81, -82, -78, -74, -76, -73, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.89030066658017,
39.20069694519043,
60.96
] | 8 |
8,755 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006500.138 | 146.039 | 47.415 | 42.672 | -83 | -67 | -72 | -82 | -74 | -84 | -79 | -73 |
| B | 1723006348.165 | 0.000 | 79.728 | 42.672 | -82 | -82 | -81 | -81 | -69 | -82 | -79 | -81 |
| C | 1723006652.151 | 79.812 | 39.466 | 42.672 | -84 | -87 | -86 | -83 | -82 | -78 | -75 | -76 |
| D | 1723006654.140 | 69.623 | 39.294 | 42.672 | -83 | -86 | -83 | -81 | -77 | -71 | -63 | -77 |
| E | 1723006662.146 | 29.717 | 38.604 | 42.672 | -81 | -86 | -80 | -81 | -79 | -67 | -66 | -74 |
| F | 1723006493.148 | 135.850 | 83.816 | 42.672 | -89 | -74 | -82 | -86 | -73 | -88 | -69 | -75 |
| G | 1723006797.143 | 0.000 | 78.600 | 42.672 | -80 | -86 | -86 | -82 | -78 | -83 | -78 | -79 |
| H | 1723006335.137 | 40.755 | 82.860 | 42.672 | -82 | -82 | -100 | -83 | -81 | -79 | -84 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006286.156
- **Target RSSI fingerprint:** [-87, -73, -75, -87, -84, -87, -83, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
157.07650953020533,
6.5953779220581055,
42.672000000000004
] | 8 |
6,760 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999719.155 | 138.397 | 65.675 | 42.672 | -89 | -73 | -77 | -84 | -83 | -78 | -75 | -64 |
| B | 1722999636.143 | 126.510 | 50.149 | 42.672 | -89 | -82 | -82 | -71 | -76 | -82 | -90 | -79 |
| C | 1723000073.139 | 137.548 | 30.310 | 42.672 | -82 | -83 | -83 | -88 | -77 | -83 | -71 | -83 |
| D | 1722999726.146 | 140.095 | 30.575 | 42.672 | -82 | -84 | -81 | -67 | -68 | -81 | -73 | -78 |
| E | 1723000054.144 | 86.604 | 15.035 | 42.672 | -76 | -85 | -85 | -79 | -84 | -81 | -71 | -70 |
| F | 1723000179.166 | 97.642 | 38.219 | 42.672 | -79 | -86 | -82 | -87 | -84 | -76 | -69 | -63 |
| G | 1722999892.162 | 9.340 | 55.802 | 42.672 | -86 | -94 | -87 | -92 | -92 | -93 | -81 | -78 |
| H | 1722999554.163 | 41.604 | 88.168 | 42.672 | -89 | -100 | -81 | -78 | -86 | -84 | -86 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999489.151
- **Target RSSI fingerprint:** [-88, -81, -86, -90, -86, -76, -76, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.54808090466858,
84.01476383209229,
42.672000000000004
] | 8 |
19,523 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841372.151 | 45.849 | 95.958 | 60.960 | -91 | -91 | -84 | -87 | -88 | -83 | -83 | -83 |
| B | 1722841363.167 | 35.661 | 99.369 | 60.960 | -82 | -73 | -70 | -75 | -74 | -82 | -71 | -74 |
| C | 1722840895.186 | 131.605 | 121.517 | 60.960 | -79 | -87 | -69 | -73 | -82 | -82 | -74 | -74 |
| D | 1722840844.171 | 26.321 | 139.339 | 60.960 | -84 | -71 | -85 | -85 | -83 | -73 | -80 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841150.144
- **Target RSSI fingerprint:** [-85, -85, -85, -80, -83, -77, -84, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.735938268047358,
123.73300552368164,
60.96
] | 4 |
12,085 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006286.156 | 157.077 | 6.595 | 42.672 | -87 | -87 | -84 | -88 | -75 | -73 | -83 | -78 |
| B | 1723006311.164 | 91.699 | 19.547 | 42.672 | -85 | -86 | -83 | -84 | -79 | -81 | -82 | -81 |
| C | 1723006492.139 | 134.152 | 88.168 | 42.672 | -89 | -83 | -76 | -83 | -84 | -77 | -74 | -78 |
| D | 1723006605.155 | 87.453 | 9.422 | 42.672 | -85 | -84 | -77 | -87 | -77 | -81 | -76 | -76 |
| E | 1723006324.149 | 66.227 | 82.303 | 42.672 | -88 | -92 | -82 | -90 | -88 | -91 | -71 | -78 |
| F | 1723006853.148 | 154.529 | 13.204 | 42.672 | -87 | -86 | -77 | -83 | -87 | -86 | -75 | -70 |
| G | 1723007047.175 | 204.624 | 4.406 | 42.672 | -100 | -102 | -97 | -91 | -91 | -88 | -94 | -91 |
| H | 1723006524.152 | 102.737 | 4.830 | 42.672 | -69 | -75 | -100 | -71 | -82 | -87 | -74 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006967.153
- **Target RSSI fingerprint:** [-84, -88, -100, -85, -80, -74, -84, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
207.17118013713568,
6.754622459411621,
42.672000000000004
] | 8 |
19,589 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000045.149 | 38.208 | 13.947 | 42.672 | -85 | -89 | -74 | -89 | -88 | -83 | -71 | -76 |
| B | 1722999954.137 | 138.397 | 17.106 | 42.672 | -74 | -81 | -81 | -74 | -74 | -77 | -73 | -73 |
| C | 1722999556.152 | 32.264 | 87.518 | 42.672 | -76 | -78 | -87 | -69 | -74 | -86 | -80 | -69 |
| D | 1722999697.168 | 90.850 | 95.242 | 42.672 | -83 | -87 | -83 | -87 | -87 | -74 | -67 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000155.168
- **Target RSSI fingerprint:** [-81, -83, -84, -86, -83, -72, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60464531002242,
98.61217975616455,
42.672000000000004
] | 4 |
32,017 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696571.144 | 121.419 | 43.394 | 42.672 | -75 | -81 | -87 | -78 | -86 | -66 | -85 | -69 |
| B | 1723696658.146 | 128.212 | 45.438 | 42.672 | -77 | -71 | -74 | -78 | -100 | -68 | -100 | -70 |
| C | 1723696358.149 | 13.585 | 55.324 | 42.672 | -77 | -100 | -77 | -76 | -65 | -82 | -78 | -75 |
| D | 1723696906.160 | 37.360 | 9.674 | 42.672 | -100 | -68 | -70 | -100 | -70 | -75 | -71 | -76 |
| E | 1723696846.141 | 99.343 | 28.744 | 42.672 | -79 | -75 | -77 | -100 | -76 | -76 | -68 | -82 |
| F | 1723696652.165 | 114.627 | 71.713 | 42.672 | -75 | -100 | -100 | -74 | -100 | -70 | -100 | -67 |
| G | 1723696879.156 | 24.623 | 48.742 | 42.672 | -79 | -75 | -82 | -72 | -82 | -100 | -62 | -76 |
| H | 1723696665.136 | 125.665 | 40.886 | 42.672 | -78 | -77 | -79 | -78 | -84 | -85 | -82 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696528.159
- **Target RSSI fingerprint:** [-79, -75, -82, -72, -76, -100, -63, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321661062669452,
51.03787422180176,
42.672000000000004
] | 8 |
2,912 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839043.162 | 77.265 | 180.132 | 51.816 | -78 | -81 | -91 | -85 | -86 | -81 | -80 | -74 |
| B | 1722839149.150 | 48.397 | 83.298 | 51.816 | -83 | -80 | -85 | -70 | -83 | -86 | -84 | -70 |
| C | 1722838551.166 | 3.396 | 9.621 | 51.816 | -86 | -96 | -95 | -76 | -96 | -100 | -81 | -96 |
| D | 1722839246.177 | 79.812 | 182.401 | 51.816 | -67 | -80 | -86 | -71 | -83 | -72 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838961.150
- **Target RSSI fingerprint:** [-85, -91, -80, -88, -89, -85, -86, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886875778213934,
128.44398975372314,
51.816
] | 4 |
13,055 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009850.139 | 50.944 | 85.647 | 60.960 | -100 | -78 | -80 | -100 | -79 | -76 | -76 | -73 |
| B | 1723010005.167 | 129.907 | 88.792 | 60.960 | -80 | -82 | -79 | -71 | -86 | -85 | -80 | -76 |
| C | 1723010073.146 | 57.736 | 86.032 | 60.960 | -100 | -76 | -82 | -81 | -73 | -72 | -72 | -81 |
| D | 1723010097.159 | 13.585 | 62.716 | 60.960 | -75 | -73 | -80 | -76 | -67 | -67 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010092.143
- **Target RSSI fingerprint:** [-78, -79, -83, -77, -78, -74, -82, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490622149843376,
82.07728862762451,
60.96
] | 4 |
27,376 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939492.165 | 62.831 | 63.671 | 42.672 | -79 | -77 | -74 | -78 | -76 | -74 | -80 | -62 |
| B | 1725939641.178 | 44.152 | 14.292 | 42.672 | -77 | -81 | -76 | -77 | -100 | -68 | -81 | -77 |
| C | 1725939570.150 | 92.548 | 61.402 | 42.672 | -78 | -78 | -82 | -81 | -75 | -78 | -74 | -66 |
| D | 1725939366.151 | 84.907 | 64.746 | 42.672 | -76 | -78 | -79 | -79 | -74 | -77 | -73 | -64 |
| E | 1725939497.146 | 58.586 | 35.127 | 42.672 | -79 | -74 | -76 | -73 | -70 | -77 | -79 | -61 |
| F | 1725939326.139 | 5.094 | 43.235 | 42.672 | -76 | -75 | -76 | -74 | -74 | -74 | -67 | -73 |
| G | 1725939421.180 | 2.547 | 33.415 | 42.672 | -70 | -74 | -76 | -65 | -72 | -67 | -75 | -65 |
| H | 1725939662.144 | 102.737 | 19.361 | 42.672 | -77 | -78 | -75 | -75 | -76 | -75 | -68 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939791.129
- **Target RSSI fingerprint:** [-71, -72, -74, -80, -73, -77, -77, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58629854016283,
26.9919490814209,
42.672000000000004
] | 8 |
20,518 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839188.162 | 73.868 | 131.987 | 51.816 | -80 | -71 | -78 | -72 | -69 | -76 | -70 | -67 |
| B | 1722839126.181 | 113.774 | 98.241 | 51.816 | -78 | -80 | -71 | -87 | -79 | -81 | -70 | -82 |
| C | 1722839176.148 | 47.548 | 157.400 | 51.816 | -88 | -89 | -86 | -71 | -85 | -77 | -77 | -68 |
| D | 1722839220.156 | 136.699 | 121.198 | 51.816 | -84 | -81 | -84 | -91 | -76 | -74 | -80 | -79 |
| E | 1722838856.153 | 15.283 | 126.241 | 51.816 | -100 | -72 | -78 | -72 | -71 | -79 | -86 | -75 |
| F | 1722839004.184 | 118.869 | 104.823 | 51.816 | -84 | -75 | -80 | -81 | -76 | -78 | -78 | -69 |
| G | 1722838736.176 | 53.491 | 78.985 | 51.816 | -82 | -84 | -81 | -78 | -76 | -72 | -82 | -80 |
| H | 1722839368.157 | 2.547 | 5.879 | 51.816 | -79 | -91 | -75 | -78 | -91 | -74 | -73 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838907.163
- **Target RSSI fingerprint:** [-80, -85, -80, -93, -73, -70, -70, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
133.30282122711338,
126.4401626586914,
51.816
] | 8 |
14,381 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000186.221 | 27.170 | 22.719 | 42.672 | -87 | -77 | -74 | -76 | -82 | -73 | -71 | -76 |
| B | 1732000268.242 | 6.793 | 2.017 | 42.672 | -105 | -89 | -93 | -101 | -91 | -90 | -100 | -87 |
| C | 1731999835.233 | 140.944 | 123.136 | 42.672 | -90 | -90 | -87 | -90 | -86 | -87 | -90 | -84 |
| D | 1731999583.242 | 21.227 | 138.808 | 42.672 | -79 | -81 | -89 | -78 | -84 | -84 | -75 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999729.231
- **Target RSSI fingerprint:** [-87, -100, -100, -86, -71, -89, -82, -56]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15188873727982,
122.63156414031982,
42.672000000000004
] | 4 |
26,531 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941294.166 | 95.945 | 63.711 | 51.816 | -68 | -78 | -77 | -86 | -81 | -78 | -80 | -64 |
| B | 1725941174.151 | 97.643 | 15.739 | 51.816 | -88 | -78 | -81 | -83 | -76 | -74 | -73 | -70 |
| C | 1725940837.149 | 9.340 | 28.438 | 51.816 | -82 | -73 | -81 | -81 | -70 | -72 | -71 | -73 |
| D | 1725941213.147 | 65.378 | 81.347 | 51.816 | -74 | -85 | -79 | -87 | -78 | -78 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940871.155
- **Target RSSI fingerprint:** [-78, -82, -80, -58, -70, -69, -71, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472041269667855,
127.06387042999268,
51.816
] | 4 |
21,856 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937767.165 | 10.189 | 63.937 | 30.480 | -74 | -78 | -62 | -76 | -77 | -50 | -64 | -68 |
| B | 1725938160.142 | 62.831 | 86.642 | 30.480 | -74 | -100 | -74 | -100 | -69 | -73 | -69 | -73 |
| C | 1725937763.161 | 22.925 | 57.023 | 30.480 | -65 | -75 | -61 | -74 | -71 | -55 | -66 | -65 |
| D | 1725938010.156 | 0.849 | 19.242 | 30.480 | -66 | -100 | -72 | -66 | -100 | -73 | -100 | -54 |
| E | 1725938278.148 | 59.435 | 6.357 | 30.480 | -81 | -67 | -83 | -76 | -76 | -78 | -80 | -62 |
| F | 1725938185.153 | 108.681 | 42.916 | 30.480 | -82 | -100 | -82 | -68 | -64 | -78 | -62 | -73 |
| G | 1725937852.182 | 64.529 | 76.544 | 30.480 | -84 | -77 | -83 | -76 | -68 | -81 | -69 | -76 |
| H | 1725938127.161 | 7.642 | 66.232 | 30.480 | -76 | -79 | -60 | -100 | -100 | -47 | -65 | -57 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937824.152
- **Target RSSI fingerprint:** [-86, -76, -85, -75, -76, -84, -62, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49188876207775,
17.941551208496094,
30.48
] | 8 |
29,628 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697988.151 | 44.152 | 33.720 | 51.816 | -78 | -78 | -78 | -75 | -74 | -79 | -70 | -67 |
| B | 1723697793.160 | 0.849 | 60.566 | 51.816 | -100 | -100 | -100 | -92 | -87 | -86 | -100 | -86 |
| C | 1723698570.143 | 0.849 | 58.894 | 51.816 | -100 | -100 | -100 | -92 | -79 | -77 | -100 | -77 |
| D | 1723698341.142 | 38.209 | 30.787 | 51.816 | -77 | -77 | -82 | -76 | -74 | -77 | -69 | -66 |
| E | 1723698048.141 | 123.967 | 44.310 | 51.816 | -79 | -84 | -79 | -77 | -100 | -83 | -80 | -100 |
| F | 1723698276.132 | 26.322 | 31.026 | 51.816 | -74 | -100 | -75 | -77 | -76 | -100 | -67 | -76 |
| G | 1723697770.107 | 0.000 | 60.009 | 51.816 | -100 | -100 | -100 | -100 | -80 | -81 | -100 | -79 |
| H | 1723698103.144 | 33.963 | 16.721 | 51.816 | -77 | -74 | -74 | -100 | -81 | -71 | -66 | -73 |
| I | 1723698162.157 | 51.794 | 37.038 | 51.816 | -77 | -76 | -76 | -74 | -74 | -74 | -69 | -65 |
| J | 1723697791.149 | 0.849 | 59.703 | 51.816 | -100 | -100 | -100 | -97 | -85 | -91 | -100 | -87 |
| K | 1723697924.160 | 25.473 | 34.171 | 51.816 | -72 | -74 | -72 | -73 | -74 | -74 | -65 | -71 |
| L | 1723698279.152 | 33.114 | 17.742 | 51.816 | -77 | -72 | -75 | -78 | -77 | -72 | -67 | -73 |
| M | 1723698284.142 | 39.907 | 1.500 | 51.816 | -76 | -73 | -75 | -76 | -80 | -73 | -68 | -76 |
| N | 1723698156.168 | 79.814 | 50.255 | 51.816 | -100 | -77 | -78 | -72 | -100 | -78 | -100 | -64 |
| O | 1723697984.173 | 62.832 | 42.956 | 51.816 | -79 | -80 | -77 | -75 | -76 | -74 | -70 | -64 |
| P | 1723698106.137 | 39.058 | 4.525 | 51.816 | -75 | -76 | -75 | -77 | -80 | -67 | -66 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698456.149
- **Target RSSI fingerprint:** [-77, -73, -75, -77, -83, -77, -65, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526208177323,
14.43817138671875,
51.816
] | 16 |
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