id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
36,090 | **[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 | 1724130082.122 | 119.721 | 93.331 | 60.960 | -76 | -78 | -81 | -100 | -76 | -79 | -72 | -63 |
| B | 1724130378.139 | 43.303 | 30.801 | 60.960 | -100 | -83 | -75 | -78 | -76 | -73 | -72 | -63 |
| C | 1724130179.123 | 67.927 | 6.423 | 60.960 | -78 | -84 | -84 | -78 | -81 | -73 | -72 | -65 |
| D | 1724129911.129 | 90.852 | 81.706 | 60.960 | -75 | -80 | -80 | -74 | -79 | -69 | -75 | -61 |
| E | 1724129955.118 | 111.230 | 58.469 | 60.960 | -76 | -82 | -82 | -83 | -74 | -73 | -73 | -73 |
| F | 1724130298.115 | 31.416 | 47.614 | 60.960 | -100 | -75 | -72 | -73 | -100 | -72 | -73 | -75 |
| G | 1724130249.111 | 144.345 | 44.217 | 60.960 | -84 | -83 | -86 | -81 | -77 | -74 | -74 | -74 |
| H | 1724130381.132 | 37.360 | 44.111 | 60.960 | -100 | -81 | -80 | -75 | -79 | -70 | -72 | -63 |
| I | 1724130073.139 | 140.948 | 52.710 | 60.960 | -100 | -100 | -100 | -80 | -75 | -80 | -69 | -70 |
| J | 1724130314.127 | 69.625 | 40.488 | 60.960 | -76 | -79 | -80 | -80 | -77 | -79 | -69 | -69 |
| K | 1724130194.131 | 40.756 | 30.947 | 60.960 | -75 | -81 | -77 | -82 | -79 | -80 | -68 | -70 |
| L | 1724129935.129 | 45.851 | 26.620 | 60.960 | -79 | -80 | -76 | -74 | -79 | -77 | -76 | -68 |
| M | 1724130321.119 | 101.890 | 55.563 | 60.960 | -75 | -82 | -81 | -81 | -74 | -73 | -73 | -70 |
| N | 1724129878.119 | 141.797 | 39.705 | 60.960 | -80 | -81 | -84 | -80 | -76 | -75 | -73 | -76 |
| O | 1724130136.129 | 95.098 | 49.021 | 60.960 | -75 | -78 | -81 | -82 | -75 | -72 | -69 | -68 |
| P | 1724129971.133 | 142.646 | 48.583 | 60.960 | -80 | -80 | -75 | -77 | -79 | -74 | -78 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129969.124
- **Target RSSI fingerprint:** [-80, -80, -74, -80, -83, -69, -79, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.40101706806996,
56.67778491973877,
60.96
] | 16 |
7,601 | **[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 | 1723010277.156 | 95.944 | 13.363 | 60.960 | -84 | -85 | -85 | -80 | -82 | -90 | -71 | -74 |
| B | 1723010013.144 | 135.850 | 71.872 | 60.960 | -79 | -77 | -78 | -82 | -72 | -72 | -76 | -76 |
| C | 1723010289.168 | 71.321 | 77.127 | 60.960 | -75 | -80 | -100 | -67 | -75 | -83 | -68 | -72 |
| D | 1723010460.156 | 135.850 | 82.688 | 60.960 | -87 | -84 | -79 | -82 | -81 | -69 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009992.163
- **Target RSSI fingerprint:** [-84, -84, -76, -65, -83, -70, -77, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86841270363738,
86.37689113616943,
60.96
] | 4 |
44,993 | **[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 | 1723697984.173 | 62.832 | 42.956 | 51.816 | -77 | -87 | -80 | -76 | -77 | -74 | -75 | -64 |
| B | 1723698427.152 | 56.889 | 66.405 | 51.816 | -78 | -78 | -75 | -77 | -73 | -80 | -67 | -67 |
| C | 1723698144.135 | 112.079 | 65.489 | 51.816 | -80 | -75 | -76 | -81 | -71 | -84 | -68 | -70 |
| D | 1723698473.144 | 21.227 | 39.453 | 51.816 | -76 | -82 | -77 | -85 | -80 | -77 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698099.157
- **Target RSSI fingerprint:** [-74, -76, -75, -78, -100, -76, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472575327715706,
36.21486186981201,
51.816
] | 4 |
34,559 | **[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 | 1723698161.155 | 56.040 | 39.280 | 51.816 | -79 | -77 | -70 | -78 | -79 | -75 | -73 | -65 |
| B | 1723698308.175 | 123.967 | 45.823 | 51.816 | -85 | -75 | -83 | -71 | -85 | -74 | -78 | -76 |
| C | 1723698327.139 | 102.739 | 61.840 | 51.816 | -83 | -77 | -100 | -80 | -74 | -78 | -83 | -69 |
| D | 1723698305.142 | 112.928 | 40.249 | 51.816 | -80 | -74 | -79 | -72 | -79 | -73 | -69 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698353.140
- **Target RSSI fingerprint:** [-75, -74, -75, -72, -69, -75, -63, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.378060262172568,
40.0101900100708,
51.816
] | 4 |
891 | **[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 | 1722838803.166 | 135.850 | 117.270 | 51.816 | -91 | -91 | -83 | -91 | -79 | -80 | -71 | -72 |
| B | 1722838932.157 | 72.170 | 64.720 | 51.816 | -91 | -93 | -80 | -87 | -73 | -75 | -75 | -86 |
| C | 1722839188.162 | 73.868 | 131.987 | 51.816 | -71 | -72 | -80 | -69 | -78 | -70 | -76 | -67 |
| D | 1722838894.161 | 115.473 | 153.419 | 51.816 | -81 | -89 | -82 | -82 | -82 | -78 | -71 | -71 |
| E | 1722838819.183 | 111.227 | 159.258 | 51.816 | -69 | -81 | -82 | -71 | -78 | -75 | -71 | -75 |
| F | 1722838757.167 | 20.378 | 134.854 | 51.816 | -86 | -72 | -87 | -85 | -86 | -87 | -86 | -76 |
| G | 1722839342.154 | 71.321 | 63.340 | 51.816 | -89 | -87 | -76 | -84 | -72 | -73 | -72 | -85 |
| H | 1722838763.183 | 43.302 | 154.733 | 51.816 | -88 | -70 | -82 | -86 | -83 | -76 | -87 | -69 |
| I | 1722838766.175 | 50.095 | 160.492 | 51.816 | -90 | -70 | -86 | -87 | -86 | -80 | -78 | -66 |
| J | 1722839145.169 | 63.680 | 68.966 | 51.816 | -74 | -88 | -82 | -72 | -81 | -84 | -75 | -87 |
| K | 1722838546.165 | 3.396 | 3.039 | 51.816 | -86 | -95 | -86 | -80 | -81 | -90 | -80 | -100 |
| L | 1722839339.175 | 81.510 | 72.125 | 51.816 | -88 | -92 | -82 | -84 | -73 | -84 | -79 | -87 |
| M | 1722839047.176 | 62.831 | 166.636 | 51.816 | -86 | -86 | -75 | -72 | -87 | -74 | -84 | -77 |
| N | 1722839004.184 | 118.869 | 104.823 | 51.816 | -75 | -81 | -84 | -76 | -80 | -78 | -78 | -69 |
| O | 1722838870.154 | 43.302 | 94.498 | 51.816 | -76 | -70 | -79 | -67 | -74 | -82 | -73 | -71 |
| P | 1722839106.177 | 118.869 | 151.269 | 51.816 | -92 | -90 | -83 | -87 | -84 | -80 | -81 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838758.141
- **Target RSSI fingerprint:** [-88, -77, -87, -88, -87, -77, -83, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.773751556427868,
138.09155464172363,
51.816
] | 16 |
1,472 | **[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 | 1722839351.173 | 66.227 | 59.584 | 51.816 | -73 | -71 | -81 | -68 | -81 | -73 | -71 | -73 |
| B | 1722838965.164 | 25.472 | 139.896 | 51.816 | -85 | -85 | -78 | -85 | -79 | -68 | -67 | -71 |
| C | 1722838916.167 | 132.454 | 113.740 | 51.816 | -76 | -72 | -79 | -76 | -80 | -91 | -70 | -78 |
| D | 1722838990.165 | 90.850 | 107.702 | 51.816 | -78 | -80 | -78 | -86 | -68 | -71 | -71 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838716.158
- **Target RSSI fingerprint:** [-83, -79, -87, -73, -80, -72, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868126889948122,
28.19955348968506,
51.816
] | 4 |
32,302 | **[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 | 1723689697.182 | 222.461 | 112.599 | 42.672 | -81 | -75 | -73 | -76 | -68 | -67 | -100 | -71 |
| B | 1723690004.144 | 180.855 | 27.178 | 42.672 | -80 | -100 | -100 | -82 | -90 | -89 | -80 | -82 |
| C | 1723690208.154 | 171.515 | 10.603 | 42.672 | -80 | -100 | -100 | -87 | -100 | -88 | -78 | -84 |
| D | 1723689799.149 | 199.535 | 45.172 | 42.672 | -84 | -100 | -100 | -79 | -82 | -77 | -70 | -73 |
| E | 1723689700.156 | 215.668 | 125.325 | 42.672 | -83 | -77 | -84 | -77 | -80 | -67 | -82 | -73 |
| F | 1723689997.132 | 208.026 | 53.639 | 42.672 | -82 | -100 | -100 | -86 | -82 | -78 | -73 | -73 |
| G | 1723690032.162 | 123.117 | 62.318 | 42.672 | -83 | -73 | -71 | -77 | -77 | -77 | -72 | -67 |
| H | 1723689690.124 | 236.895 | 87.969 | 42.672 | -88 | -100 | -100 | -89 | -75 | -80 | -83 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689603.165
- **Target RSSI fingerprint:** [-81, -82, -77, -89, -100, -85, -75, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72111160442427,
29.8185396194458,
42.672000000000004
] | 8 |
22,713 | **[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 | 1725943030.170 | 42.453 | 98.732 | 60.960 | -79 | -76 | -70 | -74 | -76 | -77 | -64 | -69 |
| B | 1725943277.166 | 43.302 | 43.580 | 60.960 | -74 | -76 | -75 | -70 | -69 | -73 | -84 | -73 |
| C | 1725943461.163 | 105.284 | 22.281 | 60.960 | -72 | -72 | -73 | -73 | -78 | -76 | -82 | -60 |
| D | 1725943410.151 | 9.340 | 67.108 | 60.960 | -77 | -79 | -74 | -74 | -80 | -78 | -67 | -74 |
| E | 1725943068.161 | 83.209 | 25.904 | 60.960 | -74 | -73 | -74 | -75 | -74 | -73 | -82 | -69 |
| F | 1725942995.163 | 2.547 | 19.375 | 60.960 | -74 | -71 | -72 | -76 | -74 | -64 | -78 | -73 |
| G | 1725943141.157 | 106.133 | 36.719 | 60.960 | -71 | -76 | -72 | -72 | -77 | -71 | -78 | -68 |
| H | 1725942986.153 | 39.057 | 11.107 | 60.960 | -72 | -71 | -72 | -77 | -65 | -61 | -80 | -68 |
| I | 1725943414.156 | 12.736 | 85.514 | 60.960 | -81 | -75 | -74 | -73 | -74 | -76 | -65 | -76 |
| J | 1725943346.165 | 105.284 | 37.131 | 60.960 | -73 | -100 | -80 | -73 | -75 | -67 | -75 | -80 |
| K | 1725943418.153 | 16.132 | 106.176 | 60.960 | -82 | -76 | -75 | -73 | -78 | -78 | -63 | -74 |
| L | 1725943143.167 | 106.133 | 37.701 | 60.960 | -71 | -75 | -73 | -72 | -67 | -64 | -81 | -68 |
| M | 1725943372.153 | 58.586 | 39.307 | 60.960 | -67 | -74 | -72 | -67 | -76 | -70 | -75 | -63 |
| N | 1725943217.162 | 16.981 | 107.835 | 60.960 | -84 | -77 | -76 | -78 | -82 | -73 | -66 | -77 |
| O | 1725943412.166 | 11.038 | 76.331 | 60.960 | -79 | -78 | -73 | -73 | -80 | -73 | -68 | -77 |
| P | 1725943032.151 | 47.548 | 93.835 | 60.960 | -73 | -78 | -73 | -70 | -78 | -74 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942891.171
- **Target RSSI fingerprint:** [-100, -65, -100, -100, -63, -100, -65, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.208059648676766,
12.805914878845215,
60.96
] | 16 |
43,912 | **[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 | 1724129956.144 | 115.476 | 60.593 | 60.960 | -76 | -81 | -83 | -82 | -82 | -73 | -75 | -72 |
| B | 1724130284.166 | 58.587 | 67.838 | 60.960 | -76 | -83 | -83 | -79 | -77 | -77 | -74 | -64 |
| C | 1724130137.123 | 99.343 | 51.383 | 60.960 | -75 | -82 | -84 | -82 | -82 | -73 | -70 | -69 |
| D | 1724129845.121 | 74.720 | 75.628 | 60.960 | -74 | -83 | -82 | -100 | -79 | -73 | -67 | -67 |
| E | 1724130392.127 | 15.284 | 94.100 | 60.960 | -81 | -83 | -77 | -84 | -75 | -76 | -75 | -64 |
| F | 1724129898.132 | 119.721 | 91.221 | 60.960 | -72 | -83 | -83 | -80 | -82 | -74 | -81 | -63 |
| G | 1724130220.140 | 78.965 | 76.729 | 60.960 | -76 | -75 | -77 | -72 | -73 | -75 | -73 | -70 |
| H | 1724129862.135 | 100.192 | 25.572 | 60.960 | -100 | -74 | -73 | -77 | -75 | -74 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130050.144
- **Target RSSI fingerprint:** [-78, -73, -75, -74, -76, -77, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.89031931391655,
21.736879348754883,
60.96
] | 8 |
11,721 | **[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 | 1723007960.151 | 128.208 | 1.009 | 51.816 | -80 | -88 | -70 | -72 | -75 | -100 | -100 | -69 |
| B | 1723008389.156 | 147.737 | 51.476 | 51.816 | -75 | -69 | -77 | -73 | -85 | -69 | -73 | -83 |
| C | 1723007963.150 | 112.925 | 0.770 | 51.816 | -77 | -89 | -79 | -76 | -86 | -100 | -78 | -75 |
| D | 1723008530.167 | 135.850 | 44.509 | 51.816 | -72 | -83 | -74 | -81 | -76 | -71 | -66 | -76 |
| E | 1723007921.156 | 154.529 | 65.781 | 51.816 | -82 | -78 | -78 | -73 | -82 | -78 | -79 | -82 |
| F | 1723008451.135 | 28.019 | 83.630 | 51.816 | -82 | -86 | -84 | -79 | -78 | -66 | -78 | -77 |
| G | 1723008509.152 | 154.529 | 10.125 | 51.816 | -86 | -74 | -84 | -82 | -86 | -75 | -64 | -84 |
| H | 1723008099.155 | 45.849 | 40.767 | 51.816 | -85 | -100 | -81 | -80 | -75 | -67 | -71 | -73 |
| I | 1723008015.158 | 5.943 | 76.053 | 51.816 | -76 | -78 | -81 | -82 | -69 | -75 | -81 | -71 |
| J | 1723008224.154 | 45.000 | 84.705 | 51.816 | -84 | -87 | -80 | -78 | -74 | -66 | -75 | -77 |
| K | 1723008043.147 | 73.868 | 8.599 | 51.816 | -85 | -76 | -85 | -87 | -71 | -81 | -70 | -80 |
| L | 1723007941.200 | 150.284 | 38.856 | 51.816 | -76 | -69 | -80 | -75 | -85 | -76 | -78 | -82 |
| M | 1723007988.151 | 67.925 | 83.471 | 51.816 | -84 | -84 | -77 | -84 | -76 | -76 | -75 | -82 |
| N | 1723008431.155 | 79.812 | 54.117 | 51.816 | -87 | -81 | -85 | -84 | -75 | -60 | -74 | -81 |
| O | 1723008466.317 | 10.189 | 68.303 | 51.816 | -77 | -74 | -75 | -80 | -72 | -78 | -79 | -70 |
| P | 1723008162.149 | 143.492 | 60.898 | 51.816 | -78 | -70 | -81 | -72 | -83 | -80 | -75 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007996.148
- **Target RSSI fingerprint:** [-84, -83, -72, -75, -79, -100, -100, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58529249922693,
83.84224891662598,
51.816
] | 16 |
8,355 | **[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 | 1722839289.149 | 56.038 | 104.650 | 51.816 | -88 | -88 | -83 | -92 | -83 | -75 | -82 | -70 |
| B | 1722839030.158 | 99.340 | 183.344 | 51.816 | -79 | -83 | -91 | -76 | -84 | -74 | -76 | -78 |
| C | 1722839203.181 | 105.284 | 91.327 | 51.816 | -78 | -75 | -73 | -80 | -70 | -71 | -71 | -67 |
| D | 1722838980.147 | 58.585 | 147.646 | 51.816 | -75 | -75 | -67 | -78 | -72 | -71 | -74 | -62 |
| E | 1722838760.158 | 31.415 | 144.740 | 51.816 | -91 | -83 | -72 | -81 | -89 | -86 | -74 | -73 |
| F | 1722839028.188 | 104.435 | 174.890 | 51.816 | -75 | -100 | -85 | -76 | -72 | -72 | -77 | -78 |
| G | 1722839291.155 | 63.680 | 111.431 | 51.816 | -88 | -84 | -70 | -81 | -81 | -75 | -72 | -68 |
| H | 1722839205.187 | 108.680 | 94.512 | 51.816 | -88 | -85 | -77 | -86 | -82 | -78 | -79 | -71 |
| I | 1722838891.156 | 105.284 | 144.992 | 51.816 | -89 | -87 | -84 | -81 | -81 | -79 | -77 | -69 |
| J | 1722839214.175 | 137.548 | 118.478 | 51.816 | -90 | -73 | -93 | -84 | -90 | -85 | -79 | -77 |
| K | 1722839367.172 | 5.094 | 7.776 | 51.816 | -95 | -77 | -81 | -89 | -95 | -90 | -72 | -86 |
| L | 1722839211.166 | 131.605 | 112.745 | 51.816 | -83 | -78 | -99 | -83 | -78 | -77 | -78 | -71 |
| M | 1722839234.165 | 101.038 | 180.437 | 51.816 | -80 | -82 | -90 | -76 | -83 | -74 | -76 | -79 |
| N | 1722839050.184 | 50.944 | 156.710 | 51.816 | -78 | -86 | -78 | -80 | -78 | -72 | -76 | -74 |
| O | 1722838921.155 | 113.774 | 98.546 | 51.816 | -90 | -84 | -93 | -82 | -85 | -85 | -74 | -85 |
| P | 1722838822.165 | 104.435 | 171.931 | 51.816 | -78 | -84 | -89 | -78 | -77 | -74 | -79 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839051.157
- **Target RSSI fingerprint:** [-77, -85, -77, -84, -77, -73, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.547503112855736,
153.4188413619995,
51.816
] | 16 |
18,486 | **[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 | 1731999941.216 | 146.888 | 123.799 | 42.672 | -85 | -77 | -84 | -84 | -100 | -81 | -81 | -63 |
| B | 1731999889.231 | 37.359 | 125.299 | 42.672 | -93 | -91 | -87 | -91 | -88 | -74 | -73 | -88 |
| C | 1731999668.221 | 56.887 | 166.570 | 42.672 | -90 | -74 | -87 | -86 | -75 | -90 | -89 | -67 |
| D | 1732000132.222 | 125.661 | 157.718 | 42.672 | -90 | -84 | -100 | -100 | -80 | -82 | -81 | -80 |
| E | 1731999816.234 | 111.227 | 98.758 | 42.672 | -82 | -100 | -88 | -81 | -81 | -75 | -75 | -67 |
| F | 1731999812.233 | 101.888 | 109.879 | 42.672 | -82 | -83 | -85 | -81 | -84 | -84 | -72 | -71 |
| G | 1731999955.233 | 94.246 | 80.180 | 42.672 | -83 | -78 | -82 | -67 | -100 | -75 | -73 | -65 |
| H | 1732000277.233 | 7.642 | 0.451 | 42.672 | -98 | -97 | -78 | -92 | -95 | -100 | -96 | -88 |
| I | 1731999822.225 | 112.925 | 99.515 | 42.672 | -92 | -84 | -85 | -86 | -84 | -87 | -88 | -84 |
| J | 1731999851.228 | 106.982 | 190.310 | 42.672 | -81 | -85 | -88 | -86 | -77 | -81 | -80 | -82 |
| K | 1731999971.213 | 58.585 | 89.748 | 42.672 | -83 | -100 | -84 | -84 | -86 | -81 | -71 | -82 |
| L | 1731999625.214 | 92.548 | 96.914 | 42.672 | -91 | -85 | -82 | -88 | -84 | -83 | -86 | -76 |
| M | 1731999747.230 | 106.133 | 90.199 | 42.672 | -82 | -80 | -79 | -65 | -75 | -78 | -73 | -65 |
| N | 1731999632.214 | 96.793 | 107.331 | 42.672 | -80 | -78 | -71 | -83 | -81 | -75 | -75 | -69 |
| O | 1732000139.201 | 145.190 | 129.041 | 42.672 | -91 | -100 | -100 | -90 | -72 | -90 | -84 | -57 |
| P | 1731999749.227 | 98.491 | 84.108 | 42.672 | -80 | -71 | -77 | -64 | -72 | -73 | -73 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999866.239
- **Target RSSI fingerprint:** [-84, -76, -81, -80, -72, -86, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688456392899,
193.58827590942383,
42.672000000000004
] | 16 |
1,945 | **[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 | 1722833921.157 | 44.151 | 95.096 | 60.960 | -91 | -82 | -87 | -87 | -78 | -77 | -85 | -83 |
| B | 1722833496.149 | 128.208 | 63.300 | 60.960 | -90 | -95 | -88 | -84 | -80 | -83 | -81 | -88 |
| C | 1722833465.161 | 56.038 | 75.601 | 60.960 | -81 | -86 | -72 | -89 | -88 | -86 | -86 | -77 |
| D | 1722833440.170 | 0.849 | 59.504 | 60.960 | -90 | -84 | -92 | -80 | -81 | -79 | -85 | -78 |
| E | 1722833600.182 | 121.416 | 52.591 | 60.960 | -88 | -79 | -82 | -78 | -69 | -83 | -79 | -76 |
| F | 1722833502.150 | 112.076 | 81.109 | 60.960 | -83 | -86 | -86 | -82 | -83 | -81 | -68 | -75 |
| G | 1722833928.171 | 16.132 | 71.939 | 60.960 | -83 | -84 | -91 | -83 | -80 | -77 | -83 | -83 |
| H | 1722833980.192 | 113.774 | 81.148 | 60.960 | -82 | -88 | -83 | -80 | -83 | -91 | -81 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833525.157
- **Target RSSI fingerprint:** [-89, -83, -81, -84, -80, -84, -87, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.64187847773509,
103.53549003601074,
60.96
] | 8 |
23,795 | **[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 | 1725940980.162 | 101.039 | 18.433 | 51.816 | -72 | -76 | -72 | -74 | -77 | -73 | -83 | -64 |
| B | 1725940884.138 | 72.171 | 84.546 | 51.816 | -80 | -79 | -75 | -83 | -81 | -75 | -84 | -65 |
| C | 1725941262.152 | 15.283 | 101.824 | 51.816 | -74 | -69 | -70 | -72 | -68 | -71 | -55 | -67 |
| D | 1725941237.142 | 22.076 | 28.213 | 51.816 | -77 | -85 | -75 | -74 | -75 | -76 | -83 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940830.164
- **Target RSSI fingerprint:** [-77, -81, -76, -72, -78, -75, -83, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.00060624307988,
22.04209804534912,
51.816
] | 4 |
16,993 | **[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 | 1722841174.150 | 73.019 | 117.483 | 60.960 | -83 | -81 | -82 | -82 | -78 | -72 | -73 | -71 |
| B | 1722841133.174 | 54.340 | 161.646 | 60.960 | -83 | -81 | -83 | -86 | -86 | -73 | -75 | -77 |
| C | 1722840906.188 | 103.586 | 168.494 | 60.960 | -77 | -79 | -71 | -75 | -70 | -73 | -68 | -71 |
| D | 1722841207.188 | 129.058 | 111.471 | 60.960 | -89 | -80 | -80 | -81 | -92 | -79 | -77 | -90 |
| E | 1722841315.165 | 108.680 | 160.651 | 60.960 | -77 | -83 | -81 | -77 | -72 | -77 | -74 | -73 |
| F | 1722840839.166 | 10.189 | 125.339 | 60.960 | -75 | -82 | -88 | -80 | -71 | -77 | -81 | -72 |
| G | 1722840795.199 | 2.547 | 13.151 | 60.960 | -92 | -84 | -84 | -80 | -84 | -79 | -85 | -80 |
| H | 1722840860.161 | 61.133 | 140.971 | 60.960 | -77 | -82 | -78 | -79 | -72 | -73 | -67 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841403.149
- **Target RSSI fingerprint:** [-76, -78, -80, -78, -78, -72, -79, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
133.30282053889567,
123.90552043914795,
60.96
] | 8 |
11,615 | **[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 | 1723005015.149 | 123.114 | 82.621 | 60.960 | -83 | -77 | -79 | -84 | -83 | -82 | -70 | -58 |
| B | 1723004863.140 | 20.377 | 87.319 | 60.960 | -80 | -83 | -77 | -82 | -88 | -85 | -81 | -68 |
| C | 1723004648.147 | 4.245 | 85.249 | 60.960 | -83 | -84 | -80 | -82 | -87 | -77 | -86 | -80 |
| D | 1723004663.152 | 9.340 | 48.822 | 60.960 | -79 | -100 | -79 | -77 | -82 | -78 | -70 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004508.152
- **Target RSSI fingerprint:** [-86, -79, -84, -81, -76, -73, -83, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45340816076454,
46.34016036987305,
60.96
] | 4 |
34,327 | **[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 | 1724128628.130 | 68.776 | 77.778 | 51.816 | -100 | -100 | -76 | -79 | -78 | -65 | -75 | -65 |
| B | 1724128923.123 | 123.967 | 72.045 | 51.816 | -78 | -100 | -100 | -75 | -78 | -80 | -78 | -68 |
| C | 1724128608.132 | 33.963 | 44.588 | 51.816 | -74 | -66 | -76 | -70 | -71 | -66 | -72 | -57 |
| D | 1724128786.172 | 45.851 | 20.795 | 51.816 | -70 | -67 | -74 | -72 | -81 | -66 | -80 | -78 |
| E | 1724128552.142 | 111.230 | 62.344 | 51.816 | -89 | -100 | -74 | -76 | -76 | -100 | -78 | -68 |
| F | 1724128716.134 | 42.454 | 31.968 | 51.816 | -67 | -85 | -83 | -81 | -79 | -82 | -76 | -65 |
| G | 1724128519.147 | 34.813 | 57.447 | 51.816 | -100 | -83 | -79 | -82 | -83 | -65 | -83 | -80 |
| H | 1724128533.153 | 45.851 | 29.765 | 51.816 | -66 | -86 | -82 | -84 | -77 | -81 | -76 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128492.123
- **Target RSSI fingerprint:** [-100, -68, -78, -69, -78, -76, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112654359388,
86.11148357391357,
51.816
] | 8 |
20,871 | **[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 | 1723003366.144 | 60.283 | 10.696 | 51.816 | -88 | -84 | -84 | -100 | -78 | -84 | -69 | -63 |
| B | 1723003380.179 | 129.057 | 11.797 | 51.816 | -84 | -84 | -82 | -75 | -83 | -87 | -73 | -81 |
| C | 1723002975.140 | 74.717 | 46.566 | 51.816 | -72 | -80 | -83 | -83 | -100 | -71 | -85 | -65 |
| D | 1723003476.152 | 121.416 | 92.136 | 51.816 | -100 | -82 | -83 | -82 | -74 | -83 | -71 | -65 |
| E | 1723002995.145 | 8.491 | 51.595 | 51.816 | -88 | -91 | -90 | -91 | -80 | -92 | -92 | -81 |
| F | 1723003215.140 | 8.491 | 58.151 | 51.816 | -85 | -91 | -89 | -88 | -77 | -92 | -80 | -79 |
| G | 1723003112.171 | 8.491 | 86.403 | 51.816 | -71 | -89 | -88 | -87 | -71 | -88 | -84 | -74 |
| H | 1723003308.144 | 70.472 | 73.279 | 51.816 | -81 | -82 | -79 | -72 | -76 | -70 | -73 | -69 |
| I | 1723003234.144 | 42.453 | 90.809 | 51.816 | -81 | -84 | -86 | -81 | -78 | -77 | -68 | -79 |
| J | 1723003126.154 | 11.887 | 57.235 | 51.816 | -74 | -84 | -82 | -84 | -73 | -89 | -70 | -77 |
| K | 1723003088.139 | 71.321 | 64.959 | 51.816 | -82 | -86 | -88 | -74 | -79 | -76 | -74 | -68 |
| L | 1723002985.262 | 25.472 | 43.739 | 51.816 | -77 | -72 | -71 | -92 | -100 | -83 | -89 | -66 |
| M | 1723002829.149 | 129.907 | 41.629 | 51.816 | -81 | -81 | -82 | -65 | -100 | -85 | -76 | -68 |
| N | 1723003251.171 | 123.114 | 95.188 | 51.816 | -86 | -84 | -82 | -75 | -77 | -80 | -70 | -64 |
| O | 1723003184.141 | 123.114 | 50.507 | 51.816 | -100 | -79 | -74 | -90 | -77 | -79 | -86 | -63 |
| P | 1723003491.149 | 86.604 | 28.452 | 51.816 | -100 | -85 | -85 | -79 | -100 | -76 | -74 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003110.142
- **Target RSSI fingerprint:** [-74, -84, -87, -89, -81, -82, -88, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244328368458,
87.09349155426025,
51.816
] | 16 |
20,444 | **[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 | 1723009811.148 | 134.152 | 6.171 | 60.960 | -86 | -100 | -82 | -73 | -79 | -84 | -63 | -70 |
| B | 1723010281.203 | 87.453 | 35.684 | 60.960 | -87 | -73 | -85 | -78 | -79 | -69 | -72 | -76 |
| C | 1723009972.152 | 0.849 | 85.342 | 60.960 | -85 | -74 | -79 | -80 | -77 | -66 | -74 | -74 |
| D | 1723009934.150 | 131.605 | 46.606 | 60.960 | -85 | -78 | -77 | -72 | -72 | -85 | -65 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010402.163
- **Target RSSI fingerprint:** [-83, -71, -81, -84, -77, -76, -65, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.811550814357844,
43.473758697509766,
60.96
] | 4 |
37,423 | **[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 | 1723689630.136 | 126.514 | 61.415 | 42.672 | -68 | -70 | -83 | -80 | -75 | -69 | -76 | -66 |
| B | 1723690209.179 | 168.119 | 7.007 | 42.672 | -100 | -100 | -100 | -76 | -100 | -73 | -86 | -76 |
| C | 1723690082.162 | 228.404 | 82.157 | 42.672 | -100 | -100 | -88 | -85 | -86 | -86 | -90 | -92 |
| D | 1723689725.155 | 146.892 | 83.856 | 42.672 | -81 | -78 | -87 | -87 | -76 | -77 | -78 | -74 |
| E | 1723689899.154 | 214.819 | 121.145 | 42.672 | -66 | -67 | -100 | -77 | -73 | -100 | -66 | -70 |
| F | 1723689997.132 | 208.026 | 53.639 | 42.672 | -100 | -100 | -86 | -82 | -82 | -73 | -78 | -73 |
| G | 1723689714.177 | 188.497 | 120.150 | 42.672 | -70 | -70 | -84 | -84 | -80 | -84 | -76 | -80 |
| H | 1723689623.167 | 143.496 | 34.118 | 42.672 | -100 | -100 | -84 | -84 | -100 | -69 | -78 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689606.135
- **Target RSSI fingerprint:** [-90, -93, -90, -88, -100, -76, -89, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.1555718687875,
23.541650772094727,
42.672000000000004
] | 8 |
17,915 | **[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 | 1723010399.148 | 50.095 | 43.819 | 60.960 | -83 | -84 | -78 | -84 | -78 | -70 | -74 | -66 |
| B | 1723010372.195 | 147.737 | 32.420 | 60.960 | -88 | -89 | -82 | -85 | -87 | -80 | -78 | -72 |
| C | 1723010349.162 | 93.397 | 9.701 | 60.960 | -86 | -73 | -78 | -84 | -81 | -79 | -71 | -64 |
| D | 1723009942.149 | 93.397 | 45.478 | 60.960 | -76 | -83 | -81 | -75 | -75 | -72 | -81 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009834.140
- **Target RSSI fingerprint:** [-86, -83, -73, -85, -88, -81, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184820852773,
53.758301734924316,
60.96
] | 4 |
44,737 | **[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 | 1724127095.138 | 65.380 | 72.071 | 42.672 | -79 | -100 | -80 | -76 | -81 | -84 | -65 | -83 |
| B | 1724126884.140 | 135.005 | 53.546 | 42.672 | -67 | -89 | -72 | -100 | -85 | -83 | -100 | -78 |
| C | 1724126363.114 | 5.095 | 115.678 | 42.672 | -89 | -100 | -100 | -89 | -100 | -94 | -85 | -98 |
| D | 1724126762.140 | 82.361 | 49.804 | 42.672 | -100 | -91 | -73 | -82 | -81 | -86 | -63 | -83 |
| E | 1724126808.152 | 63.681 | 4.286 | 42.672 | -86 | -74 | -78 | -72 | -100 | -100 | -61 | -100 |
| F | 1724126601.142 | 6.793 | 113.807 | 42.672 | -77 | -81 | -100 | -80 | -74 | -80 | -77 | -68 |
| G | 1724126674.127 | 92.550 | 34.423 | 42.672 | -100 | -76 | -85 | -86 | -74 | -83 | -83 | -77 |
| H | 1724126640.189 | 37.360 | 35.485 | 42.672 | -76 | -66 | -82 | -73 | -100 | -62 | -66 | -49 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126641.159
- **Target RSSI fingerprint:** [-74, -67, -78, -72, -100, -60, -65, -47]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.812526312427735,
40.27559757232666,
42.672000000000004
] | 8 |
13,973 | **[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 | 1722841304.157 | 133.303 | 118.863 | 60.960 | -81 | -86 | -91 | -83 | -77 | -82 | -70 | -76 |
| B | 1722841030.158 | 47.548 | 85.501 | 60.960 | -78 | -76 | -77 | -80 | -83 | -81 | -79 | -67 |
| C | 1722841358.174 | 18.679 | 116.952 | 60.960 | -79 | -76 | -75 | -76 | -72 | -83 | -78 | -73 |
| D | 1722841362.185 | 32.264 | 102.739 | 60.960 | -84 | -70 | -73 | -73 | -75 | -86 | -75 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841402.170
- **Target RSSI fingerprint:** [-81, -84, -90, -77, -85, -70, -82, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.75563288528622,
128.07241916656494,
60.96
] | 4 |
16,824 | **[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 | 1723006239.165 | 213.964 | 5.189 | 42.672 | -64 | -68 | -75 | -68 | -73 | -71 | -100 | -77 |
| B | 1723006857.179 | 147.737 | 34.861 | 42.672 | -88 | -83 | -91 | -77 | -78 | -84 | -83 | -83 |
| C | 1723006705.154 | 103.586 | 87.545 | 42.672 | -91 | -90 | -88 | -78 | -81 | -87 | -76 | -68 |
| D | 1723006894.135 | 22.925 | 40.833 | 42.672 | -89 | -83 | -83 | -79 | -100 | -86 | -79 | -75 |
| E | 1723006405.144 | 150.284 | 23.727 | 42.672 | -86 | -89 | -86 | -78 | -88 | -86 | -76 | -81 |
| F | 1723006367.150 | 45.849 | 10.683 | 42.672 | -79 | -73 | -71 | -100 | -77 | -73 | -70 | -58 |
| G | 1723006800.139 | 5.943 | 73.040 | 42.672 | -79 | -80 | -75 | -79 | -79 | -78 | -69 | -74 |
| H | 1723006359.168 | 26.321 | 41.404 | 42.672 | -83 | -72 | -70 | -100 | -82 | -79 | -64 | -66 |
| I | 1723006377.155 | 69.623 | 10.377 | 42.672 | -88 | -86 | -85 | -76 | -78 | -74 | -81 | -81 |
| J | 1723006719.147 | 136.699 | 78.176 | 42.672 | -81 | -81 | -81 | -73 | -76 | -80 | -71 | -65 |
| K | 1723006695.140 | 54.340 | 84.612 | 42.672 | -88 | -85 | -88 | -100 | -69 | -73 | -73 | -72 |
| L | 1723006535.144 | 90.850 | 19.906 | 42.672 | -87 | -88 | -87 | -78 | -80 | -79 | -100 | -83 |
| M | 1723006814.152 | 43.302 | 15.234 | 42.672 | -81 | -76 | -73 | -100 | -76 | -73 | -72 | -57 |
| N | 1723006686.146 | 11.038 | 80.087 | 42.672 | -87 | -91 | -86 | -81 | -68 | -69 | -69 | -80 |
| O | 1723006322.150 | 69.623 | 73.452 | 42.672 | -86 | -82 | -88 | -75 | -78 | -80 | -79 | -71 |
| P | 1723006610.160 | 112.076 | 9.157 | 42.672 | -88 | -88 | -88 | -79 | -77 | -75 | -84 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006323.170
- **Target RSSI fingerprint:** [-90, -87, -87, -80, -82, -85, -83, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92497709414285,
78.46774578094482,
42.672000000000004
] | 16 |
15,740 | **[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 | 1723002953.152 | 132.454 | 27.868 | 51.816 | -80 | -84 | -76 | -79 | -81 | -85 | -75 | -81 |
| B | 1723002889.150 | 25.472 | 87.014 | 51.816 | -83 | -78 | -92 | -81 | -77 | -76 | -89 | -68 |
| C | 1723002930.137 | 64.529 | 11.240 | 51.816 | -81 | -77 | -100 | -85 | -81 | -85 | -69 | -64 |
| D | 1723003322.147 | 46.698 | 88.513 | 51.816 | -85 | -80 | -87 | -81 | -68 | -73 | -89 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003448.166
- **Target RSSI fingerprint:** [-85, -82, -76, -88, -81, -83, -70, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244328368458,
92.22912788391113,
51.816
] | 4 |
7,341 | **[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 | 1731994289.216 | 31.415 | 91.420 | 51.816 | -77 | -100 | -84 | -83 | -82 | -85 | -80 | -70 |
| B | 1731994434.214 | 118.869 | 67.029 | 51.816 | -100 | -73 | -82 | -72 | -77 | -69 | -71 | -77 |
| C | 1731994432.217 | 122.265 | 71.368 | 51.816 | -100 | -75 | -85 | -77 | -75 | -76 | -70 | -80 |
| D | 1731994711.224 | 94.246 | 42.704 | 51.816 | -97 | -81 | -87 | -85 | -90 | -76 | -88 | -80 |
| E | 1731994613.191 | 84.906 | 96.768 | 51.816 | -82 | -81 | -90 | -84 | -89 | -78 | -84 | -76 |
| F | 1731994653.216 | 51.793 | 22.480 | 51.816 | -100 | -89 | -85 | -84 | -75 | -74 | -75 | -80 |
| G | 1731994623.225 | 103.586 | 69.404 | 51.816 | -87 | -81 | -91 | -80 | -79 | -87 | -79 | -66 |
| H | 1731994517.232 | 83.208 | 39.705 | 51.816 | -86 | -81 | -87 | -80 | -86 | -79 | -81 | -77 |
| I | 1731994397.210 | 30.566 | 51.317 | 51.816 | -78 | -100 | -84 | -88 | -85 | -80 | -74 | -77 |
| J | 1731994144.204 | 78.963 | 5.481 | 51.816 | -100 | -100 | -97 | -105 | -104 | -100 | -101 | -98 |
| K | 1731994337.229 | 116.322 | 73.677 | 51.816 | -86 | -78 | -88 | -78 | -85 | -78 | -72 | -78 |
| L | 1731994591.203 | 26.321 | 45.106 | 51.816 | -85 | -100 | -87 | -87 | -90 | -78 | -81 | -81 |
| M | 1731994741.209 | 76.416 | 122.207 | 51.816 | -86 | -83 | -89 | -88 | -74 | -79 | -74 | -85 |
| N | 1731994283.243 | 10.189 | 64.905 | 51.816 | -76 | -100 | -78 | -83 | -76 | -83 | -72 | -70 |
| O | 1731994342.223 | 98.491 | 93.981 | 51.816 | -86 | -79 | -88 | -87 | -76 | -76 | -71 | -85 |
| P | 1731994365.220 | 45.000 | 91.433 | 51.816 | -81 | -79 | -83 | -74 | -84 | -71 | -79 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994469.265
- **Target RSSI fingerprint:** [-84, -86, -78, -82, -86, -86, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490625926345686,
52.908997535705566,
51.816
] | 16 |
36,575 | **[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 | 1723691350.155 | 221.611 | 103.283 | 51.816 | -71 | -84 | -100 | -72 | -79 | -78 | -73 | -73 |
| B | 1723691241.152 | 27.171 | 71.288 | 51.816 | -100 | -79 | -69 | -78 | -100 | -79 | -77 | -76 |
| C | 1723691480.158 | 138.401 | 26.833 | 51.816 | -75 | -79 | -68 | -76 | -81 | -78 | -75 | -67 |
| D | 1723691839.144 | 228.404 | 97.351 | 51.816 | -100 | -84 | -100 | -86 | -77 | -75 | -100 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691734.209
- **Target RSSI fingerprint:** [-82, -83, -100, -76, -78, -76, -79, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
208.02604812723825,
68.52823257446289,
51.816
] | 4 |
9,073 | **[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 | 1722833673.156 | 98.491 | 38.511 | 60.960 | -89 | -78 | -82 | -80 | -83 | -78 | -81 | -82 |
| B | 1722833711.178 | 75.567 | 119.460 | 60.960 | -83 | -84 | -81 | -87 | -79 | -79 | -81 | -82 |
| C | 1722833946.154 | 32.264 | 37.276 | 60.960 | -79 | -86 | -88 | -87 | -85 | -76 | -77 | -75 |
| D | 1722833931.161 | 5.094 | 62.304 | 60.960 | -85 | -82 | -84 | -69 | -78 | -84 | -77 | -79 |
| E | 1722833525.157 | 52.642 | 103.535 | 60.960 | -89 | -87 | -83 | -84 | -80 | -81 | -84 | -85 |
| F | 1722833682.153 | 106.982 | 42.306 | 60.960 | -89 | -78 | -79 | -64 | -79 | -79 | -81 | -75 |
| G | 1722833746.154 | 14.434 | 48.344 | 60.960 | -91 | -88 | -85 | -87 | -84 | -79 | -77 | -76 |
| H | 1722833645.173 | 15.283 | 69.789 | 60.960 | -79 | -86 | -87 | -83 | -100 | -81 | -75 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833651.146
- **Target RSSI fingerprint:** [-91, -78, -81, -87, -82, -81, -80, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.50968991197756,
89.34945583343506,
60.96
] | 8 |
27,143 | **[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 | 1725937888.183 | 1.698 | 19.720 | 30.480 | -77 | -79 | -75 | -69 | -67 | -80 | -82 | -54 |
| B | 1725938076.132 | 63.680 | 76.185 | 30.480 | -72 | -69 | -75 | -71 | -79 | -76 | -82 | -75 |
| C | 1725937661.163 | 2.547 | 19.149 | 30.480 | -85 | -83 | -85 | -83 | -73 | -81 | -78 | -60 |
| D | 1725938355.154 | 31.416 | 5.401 | 30.480 | -84 | -100 | -80 | -87 | -71 | -78 | -75 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937604.138
- **Target RSSI fingerprint:** [-83, -61, -86, -85, -77, -85, -80, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09561673579921,
19.812674522399902,
30.48
] | 4 |
5,285 | **[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 | 1723004734.175 | 49.246 | 46.194 | 60.960 | -75 | -76 | -69 | -77 | -82 | -85 | -69 | -67 |
| B | 1723004986.146 | 27.170 | 89.243 | 60.960 | -84 | -81 | -82 | -87 | -77 | -70 | -85 | -79 |
| C | 1723004395.170 | 76.416 | 6.104 | 60.960 | -85 | -100 | -90 | -86 | -82 | -83 | -78 | -75 |
| D | 1723005001.141 | 106.982 | 92.627 | 60.960 | -100 | -100 | -87 | -85 | -83 | -72 | -85 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004877.158
- **Target RSSI fingerprint:** [-72, -79, -71, -78, -76, -72, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.79249772122443,
69.70929622650146,
60.96
] | 4 |
6,316 | **[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 | 1723006438.133 | 25.472 | 38.219 | 42.672 | -73 | -88 | -86 | -69 | -100 | -82 | -85 | -63 |
| B | 1723006695.140 | 54.340 | 84.612 | 42.672 | -100 | -85 | -88 | -85 | -73 | -73 | -69 | -72 |
| C | 1723006766.139 | 76.416 | 55.046 | 42.672 | -83 | -89 | -88 | -84 | -75 | -81 | -81 | -70 |
| D | 1723006386.160 | 115.472 | 9.090 | 42.672 | -83 | -87 | -87 | -84 | -85 | -75 | -74 | -84 |
| E | 1723006581.155 | 19.528 | 51.463 | 42.672 | -77 | -71 | -72 | -87 | -71 | -85 | -89 | -62 |
| F | 1723006961.150 | 190.190 | 24.550 | 42.672 | -68 | -84 | -84 | -84 | -100 | -75 | -71 | -79 |
| G | 1723006407.160 | 146.888 | 34.768 | 42.672 | -78 | -83 | -91 | -91 | -80 | -87 | -81 | -83 |
| H | 1723006409.167 | 144.341 | 40.448 | 42.672 | -78 | -89 | -91 | -90 | -76 | -83 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006709.140
- **Target RSSI fingerprint:** [-100, -91, -88, -87, -80, -85, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11402098313391,
88.46034049987793,
42.672000000000004
] | 8 |
16,361 | **[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 | 1722841412.187 | 129.907 | 111.484 | 60.960 | -91 | -71 | -83 | -82 | -73 | -78 | -78 | -79 |
| B | 1722840885.166 | 123.963 | 108.698 | 60.960 | -89 | -80 | -85 | -82 | -80 | -74 | -73 | -75 |
| C | 1722840857.159 | 51.793 | 152.676 | 60.960 | -73 | -100 | -82 | -86 | -73 | -76 | -69 | -74 |
| D | 1722840872.165 | 98.491 | 93.848 | 60.960 | -77 | -74 | -74 | -84 | -77 | -70 | -71 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841441.171
- **Target RSSI fingerprint:** [-73, -71, -81, -77, -71, -86, -78, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.39656541857996,
41.868042945861816,
60.96
] | 4 |
30,359 | **[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 | 1724123442.143 | 112.079 | 45.106 | 60.960 | -82 | -82 | -80 | -69 | -79 | -72 | -73 | -66 |
| B | 1724123172.142 | 110.381 | 53.878 | 60.960 | -82 | -73 | -78 | -85 | -83 | -79 | -75 | -71 |
| C | 1724122947.117 | 0.000 | 61.588 | 60.960 | -100 | -100 | -100 | -93 | -86 | -85 | -100 | -88 |
| D | 1724123326.153 | 49.247 | 64.521 | 60.960 | -75 | -100 | -74 | -87 | -71 | -71 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123702.161
- **Target RSSI fingerprint:** [-100, -100, -92, -95, -79, -89, -100, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490858388881681,
62.75561809539795,
60.96
] | 4 |
15,915 | **[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 | 1723007937.159 | 144.341 | 58.536 | 51.816 | -82 | -76 | -79 | -83 | -71 | -84 | -77 | -77 |
| B | 1723008074.164 | 145.190 | 41.629 | 51.816 | -74 | -81 | -75 | -84 | -77 | -76 | -74 | -72 |
| C | 1723008564.149 | 12.736 | 66.524 | 51.816 | -82 | -78 | -81 | -67 | -77 | -76 | -80 | -80 |
| D | 1723008411.232 | 123.114 | 2.163 | 51.816 | -75 | -80 | -75 | -69 | -89 | -69 | -81 | -79 |
| E | 1723008356.169 | 34.812 | 85.262 | 51.816 | -87 | -73 | -88 | -78 | -69 | -85 | -78 | -80 |
| F | 1723008393.149 | 153.680 | 31.597 | 51.816 | -77 | -75 | -85 | -77 | -70 | -78 | -70 | -70 |
| G | 1723007923.162 | 147.737 | 73.107 | 51.816 | -72 | -82 | -76 | -80 | -77 | -82 | -76 | -81 |
| H | 1723008261.143 | 50.095 | 5.812 | 51.816 | -80 | -80 | -74 | -74 | -84 | -73 | -73 | -79 |
| I | 1723008465.153 | 6.792 | 72.523 | 51.816 | -77 | -75 | -79 | -72 | -75 | -72 | -81 | -82 |
| J | 1723008608.144 | 134.152 | 84.174 | 51.816 | -76 | -72 | -79 | -81 | -68 | -83 | -76 | -75 |
| K | 1723007835.160 | 213.115 | 1.937 | 51.816 | -77 | -89 | -87 | -100 | -84 | -85 | -86 | -89 |
| L | 1723008305.144 | 141.793 | 43.460 | 51.816 | -72 | -84 | -75 | -82 | -82 | -75 | -73 | -69 |
| M | 1723008213.162 | 67.076 | 83.033 | 51.816 | -88 | -84 | -81 | -77 | -88 | -84 | -81 | -74 |
| N | 1723008492.160 | 77.265 | 8.175 | 51.816 | -86 | -74 | -85 | -73 | -76 | -82 | -82 | -71 |
| O | 1723007956.159 | 147.737 | 2.548 | 51.816 | -74 | -88 | -74 | -86 | -91 | -68 | -77 | -65 |
| P | 1723008265.165 | 60.283 | 7.020 | 51.816 | -86 | -74 | -80 | -77 | -78 | -80 | -82 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008443.154
- **Target RSSI fingerprint:** [-86, -83, -73, -85, -83, -77, -69, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07591460056416,
85.6735610961914,
51.816
] | 16 |
18,879 | **[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 | 1723006909.138 | 4.245 | 79.476 | 42.672 | -84 | -91 | -84 | -85 | -79 | -78 | -82 | -76 |
| B | 1723006648.145 | 100.189 | 39.440 | 42.672 | -100 | -79 | -88 | -86 | -87 | -86 | -76 | -81 |
| C | 1723006303.157 | 97.642 | 2.681 | 42.672 | -84 | -77 | -80 | -77 | -91 | -87 | -74 | -80 |
| D | 1723006385.142 | 109.529 | 9.303 | 42.672 | -86 | -89 | -84 | -87 | -76 | -75 | -82 | -88 |
| E | 1723006274.144 | 141.793 | 59.212 | 42.672 | -72 | -85 | -86 | -83 | -70 | -73 | -77 | -75 |
| F | 1723006832.144 | 98.491 | 9.223 | 42.672 | -79 | -89 | -88 | -87 | -85 | -82 | -78 | -76 |
| G | 1723006828.156 | 78.114 | 9.011 | 42.672 | -79 | -87 | -83 | -86 | -84 | -80 | -77 | -83 |
| H | 1723006887.145 | 28.868 | 39.214 | 42.672 | -100 | -86 | -81 | -84 | -87 | -80 | -75 | -68 |
| I | 1723006743.150 | 131.605 | 7.259 | 42.672 | -100 | -79 | -82 | -73 | -89 | -85 | -78 | -84 |
| J | 1723006601.144 | 65.378 | 9.435 | 42.672 | -84 | -84 | -83 | -84 | -80 | -76 | -80 | -77 |
| K | 1723006024.183 | 201.228 | 0.849 | 42.672 | -89 | -93 | -100 | -96 | -95 | -98 | -81 | -80 |
| L | 1723006807.166 | 25.472 | 45.504 | 42.672 | -67 | -73 | -82 | -73 | -86 | -84 | -100 | -67 |
| M | 1723006283.149 | 154.529 | 14.664 | 42.672 | -82 | -82 | -84 | -82 | -70 | -72 | -71 | -77 |
| N | 1723006241.140 | 210.567 | 7.591 | 42.672 | -100 | -81 | -86 | -84 | -79 | -79 | -73 | -82 |
| O | 1723006459.138 | 3.396 | 78.322 | 42.672 | -85 | -93 | -83 | -90 | -86 | -84 | -84 | -85 |
| P | 1723006797.143 | 0.000 | 78.600 | 42.672 | -78 | -88 | -80 | -82 | -86 | -86 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006589.168
- **Target RSSI fingerprint:** [-72, -81, -77, -71, -76, -73, -100, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90592404280892,
18.047714233398438,
42.672000000000004
] | 16 |
30,614 | **[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 | 1724123396.140 | 20.378 | 47.402 | 60.960 | -78 | -81 | -86 | -72 | -79 | -77 | -70 | -66 |
| B | 1724123294.131 | 41.605 | 30.986 | 60.960 | -79 | -82 | -80 | -75 | -79 | -79 | -68 | -65 |
| C | 1724123244.140 | 33.114 | 4.140 | 60.960 | -80 | -82 | -80 | -83 | -79 | -80 | -85 | -78 |
| D | 1724123335.123 | 89.154 | 84.997 | 60.960 | -78 | -83 | -78 | -84 | -84 | -71 | -75 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123485.143
- **Target RSSI fingerprint:** [-75, -76, -81, -75, -66, -79, -81, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434459261098858,
31.941800117492676,
60.96
] | 4 |
10,364 | **[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 | 1723005011.163 | 129.907 | 93.251 | 60.960 | -82 | -83 | -70 | -80 | -84 | -83 | -76 | -58 |
| B | 1723004381.145 | 122.265 | 10.537 | 60.960 | -83 | -85 | -85 | -66 | -73 | -71 | -74 | -71 |
| C | 1723004905.153 | 69.623 | 12.474 | 60.960 | -81 | -74 | -71 | -72 | -71 | -73 | -72 | -100 |
| D | 1723004488.135 | 130.756 | 16.508 | 60.960 | -86 | -81 | -76 | -76 | -82 | -72 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004948.139
- **Target RSSI fingerprint:** [-73, -79, -100, -77, -76, -69, -74, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71747493346874,
45.82261562347412,
60.96
] | 4 |
29,199 | **[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 | 1724128808.160 | 68.776 | 76.013 | 51.816 | -87 | -80 | -82 | -81 | -72 | -70 | -71 | -67 |
| B | 1724128515.146 | 50.945 | 65.768 | 51.816 | -85 | -80 | -85 | -81 | -75 | -73 | -78 | -65 |
| C | 1724128884.134 | 36.511 | 57.593 | 51.816 | -84 | -81 | -85 | -83 | -75 | -75 | -74 | -66 |
| D | 1724128875.151 | 78.116 | 78.335 | 51.816 | -80 | -82 | -67 | -83 | -72 | -70 | -69 | -64 |
| E | 1724129071.152 | 0.849 | 121.504 | 51.816 | -98 | -100 | -100 | -99 | -92 | -103 | -100 | -84 |
| F | 1724128441.128 | 63.681 | 72.045 | 51.816 | -80 | -76 | -80 | -79 | -71 | -70 | -72 | -68 |
| G | 1724128514.172 | 56.040 | 68.196 | 51.816 | -84 | -79 | -82 | -81 | -74 | -72 | -80 | -64 |
| H | 1724128715.143 | 41.605 | 32.804 | 51.816 | -83 | -85 | -81 | -77 | -91 | -83 | -66 | -81 |
| I | 1724128667.141 | 139.250 | 51.117 | 51.816 | -67 | -73 | -82 | -77 | -100 | -100 | -67 | -77 |
| J | 1724128871.158 | 96.796 | 88.062 | 51.816 | -81 | -82 | -72 | -82 | -73 | -70 | -73 | -73 |
| K | 1724128491.123 | 122.268 | 81.427 | 51.816 | -67 | -69 | -81 | -79 | -100 | -100 | -69 | -77 |
| L | 1724128974.124 | 39.058 | 36.016 | 51.816 | -78 | -83 | -77 | -80 | -100 | -100 | -74 | -65 |
| M | 1724128511.140 | 69.625 | 75.163 | 51.816 | -80 | -83 | -72 | -80 | -72 | -70 | -69 | -63 |
| N | 1724128817.135 | 79.814 | 71.501 | 51.816 | -100 | -79 | -79 | -74 | -69 | -66 | -65 | -76 |
| O | 1724128406.151 | 47.549 | 13.138 | 51.816 | -81 | -100 | -100 | -74 | -90 | -85 | -63 | -82 |
| P | 1724128505.141 | 96.796 | 90.079 | 51.816 | -82 | -83 | -73 | -83 | -72 | -69 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128442.140
- **Target RSSI fingerprint:** [-79, -77, -80, -81, -72, -70, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07779430456678,
73.77003192901611,
51.816
] | 16 |
36,353 | **[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 | 1723698082.141 | 54.341 | 68.661 | 51.816 | -76 | -82 | -81 | -77 | -83 | -68 | -76 | -66 |
| B | 1723698073.148 | 61.134 | 62.291 | 51.816 | -78 | -76 | -82 | -78 | -80 | -78 | -68 | -68 |
| C | 1723698448.150 | 16.982 | 49.140 | 51.816 | -75 | -74 | -78 | -74 | -70 | -81 | -76 | -74 |
| D | 1723698384.140 | 96.796 | 90.026 | 51.816 | -78 | -78 | -82 | -81 | -82 | -80 | -77 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697981.173
- **Target RSSI fingerprint:** [-76, -81, -80, -79, -76, -67, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41772598314712,
49.6312141418457,
51.816
] | 4 |
25,958 | **[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 | 1725937777.161 | 5.094 | 42.916 | 30.480 | -75 | -71 | -70 | -70 | -68 | -66 | -61 | -59 |
| B | 1725937945.160 | 73.869 | 74.765 | 30.480 | -68 | -77 | -83 | -78 | -84 | -85 | -79 | -77 |
| C | 1725937637.158 | 56.888 | 48.331 | 30.480 | -62 | -80 | -82 | -76 | -85 | -82 | -75 | -66 |
| D | 1725937902.144 | 6.793 | 65.556 | 30.480 | -63 | -76 | -74 | -78 | -66 | -60 | -48 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937926.156
- **Target RSSI fingerprint:** [-68, -76, -74, -72, -77, -72, -54, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924836177380165,
118.37177276611328,
30.48
] | 4 |
41,113 | **[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 | 1724123202.155 | 56.040 | 46.738 | 60.960 | -100 | -74 | -85 | -77 | -100 | -100 | -79 | -65 |
| B | 1724123214.133 | 39.058 | 56.067 | 60.960 | -80 | -81 | -81 | -79 | -100 | -79 | -74 | -65 |
| C | 1724123601.152 | 22.076 | 21.126 | 60.960 | -78 | -74 | -78 | -76 | -80 | -78 | -83 | -79 |
| D | 1724123113.136 | 64.531 | 43.049 | 60.960 | -77 | -82 | -78 | -78 | -80 | -80 | -70 | -63 |
| E | 1724123074.140 | 55.191 | 16.309 | 60.960 | -81 | -75 | -81 | -77 | -78 | -77 | -79 | -67 |
| F | 1724123537.137 | 97.645 | 34.437 | 60.960 | -78 | -100 | -78 | -100 | -74 | -77 | -70 | -64 |
| G | 1724123533.132 | 113.778 | 44.695 | 60.960 | -79 | -100 | -79 | -100 | -72 | -75 | -74 | -75 |
| H | 1724123399.131 | 10.189 | 42.080 | 60.960 | -100 | -79 | -82 | -80 | -88 | -79 | -80 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123600.141
- **Target RSSI fingerprint:** [-78, -76, -80, -76, -78, -80, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.774403488868707,
16.49507999420166,
60.96
] | 8 |
1,323 | **[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 | 1723007974.149 | 93.397 | 13.071 | 51.816 | -82 | -89 | -89 | -68 | -81 | -80 | -75 | -82 |
| B | 1723008410.148 | 128.208 | 2.428 | 51.816 | -100 | -70 | -78 | -82 | -81 | -87 | -76 | -88 |
| C | 1723008293.178 | 153.680 | 11.386 | 51.816 | -100 | -89 | -82 | -85 | -82 | -91 | -76 | -90 |
| D | 1723007920.143 | 157.926 | 62.119 | 51.816 | -77 | -85 | -74 | -86 | -83 | -84 | -80 | -76 |
| E | 1723008617.158 | 165.567 | 50.640 | 51.816 | -83 | -86 | -86 | -84 | -81 | -76 | -71 | -70 |
| F | 1723008402.160 | 161.322 | 7.617 | 51.816 | -100 | -83 | -74 | -83 | -81 | -77 | -78 | -76 |
| G | 1723008488.146 | 58.585 | 7.086 | 51.816 | -74 | -76 | -100 | -75 | -80 | -73 | -71 | -74 |
| H | 1723008606.141 | 131.605 | 87.346 | 51.816 | -77 | -87 | -83 | -82 | -67 | -78 | -77 | -69 |
| I | 1723008614.152 | 155.378 | 62.344 | 51.816 | -82 | -86 | -85 | -79 | -83 | -77 | -78 | -71 |
| J | 1723008356.169 | 34.812 | 85.262 | 51.816 | -75 | -85 | -84 | -78 | -78 | -73 | -80 | -69 |
| K | 1723008360.155 | 54.340 | 86.430 | 51.816 | -71 | -87 | -100 | -78 | -68 | -74 | -100 | -69 |
| L | 1723008044.169 | 78.963 | 8.520 | 51.816 | -76 | -82 | -86 | -73 | -81 | -73 | -70 | -77 |
| M | 1723008403.136 | 160.473 | 7.086 | 51.816 | -100 | -80 | -75 | -80 | -79 | -77 | -82 | -79 |
| N | 1723008384.149 | 138.397 | 77.459 | 51.816 | -74 | -81 | -70 | -85 | -76 | -80 | -80 | -72 |
| O | 1723008342.181 | 5.094 | 74.898 | 51.816 | -81 | -76 | -77 | -66 | -82 | -77 | -83 | -77 |
| P | 1723007826.163 | 202.926 | 1.818 | 51.816 | -93 | -100 | -98 | -100 | -100 | -88 | -77 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008399.149
- **Target RSSI fingerprint:** [-84, -84, -75, -86, -74, -76, -82, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
161.32181992540748,
8.62574577331543,
51.816
] | 16 |
38,024 | **[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 | 1723691756.160 | 209.724 | 130.886 | 51.816 | -69 | -68 | -82 | -78 | -76 | -72 | -78 | -79 |
| B | 1723691381.126 | 146.043 | 87.001 | 51.816 | -83 | -84 | -85 | -85 | -79 | -77 | -70 | -78 |
| C | 1723691809.157 | 146.043 | 51.051 | 51.816 | -84 | -88 | -80 | -79 | -78 | -77 | -78 | -77 |
| D | 1723691268.137 | 148.590 | 17.397 | 51.816 | -100 | -100 | -83 | -100 | -71 | -100 | -82 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691371.148
- **Target RSSI fingerprint:** [-86, -79, -85, -86, -84, -77, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
183.40255671625903,
119.67226982116699,
51.816
] | 4 |
5,546 | **[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 | 1722828878.157 | 39.906 | 84.546 | 42.672 | -90 | -88 | -87 | -81 | -79 | -87 | -79 | -77 |
| B | 1722829031.152 | 71.321 | 9.090 | 42.672 | -97 | -97 | -78 | -91 | -92 | -77 | -84 | -88 |
| C | 1722828743.149 | 56.038 | 103.005 | 42.672 | -86 | -84 | -84 | -79 | -81 | -80 | -80 | -77 |
| D | 1722828919.158 | 104.435 | 87.186 | 42.672 | -94 | -88 | -85 | -87 | -87 | -83 | -81 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828887.162
- **Target RSSI fingerprint:** [-90, -83, -84, -85, -78, -84, -77, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56656801365855,
54.52798366546631,
42.672000000000004
] | 4 |
22,726 | **[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 | 1725941064.139 | 19.529 | 123.746 | 51.816 | -75 | -77 | -72 | -79 | -79 | -76 | -71 | -56 |
| B | 1725941330.160 | 12.736 | 71.580 | 51.816 | -82 | -77 | -80 | -76 | -74 | -70 | -64 | -58 |
| C | 1725940811.161 | 64.529 | 77.433 | 51.816 | -81 | -80 | -86 | -77 | -78 | -77 | -83 | -85 |
| D | 1725940920.134 | 57.737 | 53.838 | 51.816 | -78 | -78 | -76 | -77 | -77 | -72 | -68 | -79 |
| E | 1725941058.153 | 13.585 | 93.742 | 51.816 | -72 | -71 | -72 | -68 | -65 | -70 | -68 | -54 |
| F | 1725940861.170 | 18.679 | 113.103 | 51.816 | -72 | -79 | -71 | -79 | -75 | -73 | -70 | -55 |
| G | 1725941442.167 | 39.906 | 28.943 | 51.816 | -100 | -100 | -100 | -100 | -76 | -65 | -100 | -75 |
| H | 1725941038.148 | 10.189 | 30.177 | 51.816 | -79 | -82 | -75 | -72 | -73 | -74 | -72 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941094.170
- **Target RSSI fingerprint:** [-72, -75, -82, -80, -83, -81, -60, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88816507867142,
57.58017063140869,
51.816
] | 8 |
22,649 | **[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 | 1725937713.138 | 66.227 | 82.701 | 30.480 | -100 | -78 | -78 | -74 | -76 | -60 | -81 | -73 |
| B | 1725938048.357 | 97.643 | 17.225 | 30.480 | -78 | -84 | -86 | -83 | -86 | -76 | -83 | -67 |
| C | 1725937892.163 | 0.849 | 20.582 | 30.480 | -64 | -81 | -76 | -73 | -81 | -100 | -79 | -55 |
| D | 1725937640.131 | 54.340 | 33.999 | 30.480 | -77 | -84 | -84 | -84 | -81 | -79 | -76 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937585.133
- **Target RSSI fingerprint:** [-74, -82, -87, -83, -84, -73, -80, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60493667010284,
7.683548927307129,
30.48
] | 4 |
36,247 | **[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 | 1723698233.157 | 87.456 | 25.917 | 51.816 | -78 | -69 | -72 | -76 | -74 | -71 | -65 | -62 |
| B | 1723698478.138 | 11.887 | 60.062 | 51.816 | -75 | -69 | -76 | -100 | -100 | -72 | -79 | -72 |
| C | 1723698408.152 | 90.003 | 26.488 | 51.816 | -76 | -71 | -79 | -76 | -75 | -77 | -68 | -64 |
| D | 1723698334.122 | 69.625 | 45.849 | 51.816 | -83 | -78 | -76 | -79 | -76 | -76 | -70 | -65 |
| E | 1723698151.146 | 101.041 | 61.296 | 51.816 | -82 | -100 | -80 | -80 | -78 | -77 | -72 | -69 |
| F | 1723698038.153 | 111.230 | 70.187 | 51.816 | -79 | -100 | -78 | -85 | -78 | -75 | -72 | -80 |
| G | 1723698143.153 | 112.928 | 64.574 | 51.816 | -80 | -80 | -100 | -74 | -69 | -75 | -79 | -70 |
| H | 1723698210.152 | 104.438 | 85.846 | 51.816 | -82 | -81 | -81 | -85 | -100 | -72 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698150.135
- **Target RSSI fingerprint:** [-82, -100, -82, -78, -78, -75, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.2866446878916,
63.25989246368408,
51.816
] | 8 |
15,834 | **[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 | 1723004780.153 | 96.793 | 91.738 | 60.960 | -85 | -85 | -86 | -86 | -86 | -71 | -83 | -65 |
| B | 1723004668.142 | 16.132 | 23.608 | 60.960 | -75 | -76 | -81 | -77 | -78 | -71 | -83 | -72 |
| C | 1723004943.141 | 100.189 | 46.871 | 60.960 | -85 | -87 | -86 | -79 | -75 | -82 | -77 | -68 |
| D | 1723004637.156 | 58.585 | 89.469 | 60.960 | -89 | -82 | -85 | -80 | -80 | -80 | -89 | -63 |
| E | 1723004397.179 | 76.416 | 11.041 | 60.960 | -76 | -83 | -75 | -73 | -76 | -71 | -72 | -71 |
| F | 1723004380.152 | 128.208 | 11.107 | 60.960 | -88 | -80 | -85 | -73 | -73 | -84 | -75 | -75 |
| G | 1723005011.163 | 129.907 | 93.251 | 60.960 | -84 | -84 | -83 | -83 | -80 | -70 | -76 | -58 |
| H | 1723004356.151 | 125.661 | 93.331 | 60.960 | -88 | -81 | -87 | -86 | -84 | -73 | -66 | -72 |
| I | 1723004537.150 | 1.698 | 81.958 | 60.960 | -79 | -80 | -73 | -84 | -82 | -76 | -72 | -75 |
| J | 1723004338.150 | 93.397 | 36.878 | 60.960 | -79 | -84 | -75 | -78 | -83 | -74 | -68 | -76 |
| K | 1723004467.145 | 61.982 | 12.487 | 60.960 | -75 | -71 | -76 | -70 | -69 | -70 | -73 | -100 |
| L | 1723004972.169 | 4.245 | 72.045 | 60.960 | -84 | -85 | -74 | -88 | -86 | -78 | -75 | -81 |
| M | 1723004587.159 | 134.152 | 27.629 | 60.960 | -78 | -74 | -76 | -76 | -80 | -69 | -66 | -67 |
| N | 1723004595.175 | 135.001 | 12.819 | 60.960 | -75 | -83 | -74 | -70 | -68 | -70 | -64 | -75 |
| O | 1723004365.146 | 129.057 | 52.206 | 60.960 | -84 | -85 | -81 | -83 | -86 | -74 | -66 | -66 |
| P | 1723004807.160 | 133.303 | 18.459 | 60.960 | -83 | -85 | -79 | -82 | -81 | -73 | -67 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004521.159
- **Target RSSI fingerprint:** [-100, -73, -80, -73, -73, -86, -89, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.0756175939794,
43.84532928466797,
60.96
] | 16 |
21,915 | **[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 | 1725939563.135 | 65.378 | 86.244 | 42.672 | -81 | -76 | -83 | -80 | -74 | -77 | -76 | -67 |
| B | 1725939241.149 | 61.133 | 16.216 | 42.672 | -83 | -72 | -75 | -80 | -87 | -80 | -74 | -82 |
| C | 1725939807.149 | 53.491 | 48.490 | 42.672 | -100 | -100 | -100 | -100 | -72 | -68 | -74 | -61 |
| D | 1725939809.138 | 45.001 | 51.715 | 42.672 | -81 | -74 | -81 | -78 | -87 | -72 | -74 | -67 |
| E | 1725939779.137 | 80.661 | 64.136 | 42.672 | -79 | -100 | -76 | -76 | -67 | -75 | -72 | -63 |
| F | 1725939543.158 | 20.378 | 119.447 | 42.672 | -73 | -80 | -80 | -78 | -69 | -78 | -70 | -68 |
| G | 1725939681.144 | 76.416 | 71.036 | 42.672 | -76 | -70 | -67 | -76 | -69 | -73 | -75 | -68 |
| H | 1725939476.156 | 89.152 | 60.354 | 42.672 | -74 | -100 | -68 | -79 | -71 | -74 | -73 | -68 |
| I | 1725939588.148 | 102.737 | 25.426 | 42.672 | -85 | -72 | -81 | -77 | -85 | -74 | -82 | -68 |
| J | 1725939531.160 | 7.642 | 55.523 | 42.672 | -75 | -75 | -77 | -75 | -82 | -72 | -67 | -69 |
| K | 1725939343.170 | 20.378 | 119.778 | 42.672 | -69 | -100 | -81 | -71 | -66 | -81 | -68 | -67 |
| L | 1725939294.142 | 56.888 | 41.165 | 42.672 | -85 | -72 | -78 | -72 | -77 | -72 | -73 | -58 |
| M | 1725939464.151 | 107.832 | 39.785 | 42.672 | -84 | -74 | -80 | -76 | -73 | -76 | -68 | -63 |
| N | 1725939422.139 | 1.698 | 28.651 | 42.672 | -84 | -76 | -82 | -80 | -82 | -75 | -78 | -72 |
| O | 1725939418.155 | 5.943 | 48.530 | 42.672 | -86 | -73 | -82 | -76 | -80 | -74 | -77 | -63 |
| P | 1725939579.150 | 104.435 | 50.427 | 42.672 | -80 | -79 | -81 | -74 | -67 | -71 | -77 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939558.172
- **Target RSSI fingerprint:** [-78, -76, -85, -80, -70, -76, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.54780916597638,
103.57530117034912,
42.672000000000004
] | 16 |
16,770 | **[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 | 1723010167.165 | 93.397 | 42.996 | 60.960 | -85 | -76 | -75 | -87 | -80 | -71 | -80 | -70 |
| B | 1723009798.144 | 153.680 | 20.211 | 60.960 | -74 | -76 | -80 | -71 | -79 | -75 | -79 | -65 |
| C | 1723009939.141 | 107.831 | 45.982 | 60.960 | -88 | -79 | -72 | -90 | -83 | -70 | -79 | -69 |
| D | 1723010464.145 | 149.435 | 68.847 | 60.960 | -78 | -89 | -83 | -70 | -81 | -84 | -73 | -75 |
| E | 1723010438.160 | 65.378 | 86.165 | 60.960 | -73 | -83 | -85 | -70 | -73 | -81 | -59 | -73 |
| F | 1723010082.161 | 14.434 | 83.802 | 60.960 | -100 | -80 | -82 | -81 | -71 | -74 | -75 | -79 |
| G | 1723010463.159 | 146.039 | 72.576 | 60.960 | -82 | -89 | -85 | -76 | -79 | -88 | -83 | -81 |
| H | 1723009888.147 | 47.547 | 6.423 | 60.960 | -78 | -83 | -85 | -83 | -78 | -87 | -75 | -70 |
| I | 1723010343.142 | 67.076 | 8.228 | 60.960 | -76 | -84 | -80 | -79 | -75 | -78 | -82 | -69 |
| J | 1723010373.154 | 146.039 | 37.303 | 60.960 | -89 | -84 | -86 | -86 | -78 | -81 | -83 | -76 |
| K | 1723010177.138 | 44.151 | 41.749 | 60.960 | -83 | -84 | -80 | -83 | -74 | -71 | -73 | -68 |
| L | 1723009904.167 | 117.171 | 6.476 | 60.960 | -74 | -87 | -83 | -72 | -75 | -77 | -80 | -66 |
| M | 1723009625.161 | 202.077 | 3.437 | 60.960 | -96 | -83 | -89 | -92 | -100 | -86 | -85 | -80 |
| N | 1723010107.151 | 41.604 | 14.796 | 60.960 | -76 | -73 | -69 | -79 | -71 | -66 | -63 | -77 |
| O | 1723010070.173 | 66.227 | 86.921 | 60.960 | -100 | -75 | -71 | -78 | -80 | -75 | -76 | -82 |
| P | 1723009910.174 | 146.039 | 8.573 | 60.960 | -77 | -83 | -83 | -77 | -76 | -81 | -100 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010243.155
- **Target RSSI fingerprint:** [-73, -76, -76, -69, -72, -79, -69, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.3405765473374,
45.05293369293213,
60.96
] | 16 |
15,420 | **[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 | 1722838907.163 | 133.303 | 126.440 | 51.816 | -80 | -85 | -93 | -80 | -70 | -73 | -70 | -83 |
| B | 1722839203.181 | 105.284 | 91.327 | 51.816 | -82 | -70 | -73 | -76 | -75 | -71 | -71 | -67 |
| C | 1722839106.177 | 118.869 | 151.269 | 51.816 | -83 | -92 | -90 | -84 | -81 | -87 | -80 | -84 |
| D | 1722839228.159 | 115.473 | 154.348 | 51.816 | -85 | -71 | -90 | -85 | -88 | -71 | -83 | -81 |
| E | 1722839324.182 | 137.548 | 117.257 | 51.816 | -85 | -78 | -88 | -86 | -88 | -78 | -71 | -80 |
| F | 1722838875.169 | 45.849 | 95.587 | 51.816 | -77 | -85 | -70 | -77 | -84 | -77 | -71 | -71 |
| G | 1722838900.161 | 117.171 | 153.419 | 51.816 | -80 | -91 | -91 | -77 | -75 | -88 | -82 | -79 |
| H | 1722839066.187 | 16.981 | 123.521 | 51.816 | -84 | -71 | -73 | -77 | -83 | -71 | -88 | -78 |
| I | 1722838551.166 | 3.396 | 9.621 | 51.816 | -86 | -96 | -95 | -85 | -76 | -96 | -81 | -100 |
| J | 1722838772.154 | 54.340 | 154.719 | 51.816 | -85 | -81 | -72 | -85 | -85 | -80 | -79 | -68 |
| K | 1722838728.164 | 66.227 | 63.976 | 51.816 | -100 | -92 | -72 | -68 | -67 | -90 | -76 | -71 |
| L | 1722839205.187 | 108.680 | 94.512 | 51.816 | -86 | -82 | -77 | -84 | -85 | -78 | -79 | -71 |
| M | 1722838861.146 | 18.679 | 122.021 | 51.816 | -87 | -68 | -71 | -73 | -84 | -69 | -81 | -74 |
| N | 1722839017.153 | 131.605 | 128.059 | 51.816 | -84 | -91 | -91 | -100 | -72 | -75 | -78 | -78 |
| O | 1722839369.167 | 2.547 | 5.467 | 51.816 | -80 | -89 | -87 | -73 | -71 | -85 | -75 | -100 |
| P | 1722839169.169 | 24.623 | 136.751 | 51.816 | -87 | -81 | -69 | -85 | -89 | -82 | -82 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839200.167
- **Target RSSI fingerprint:** [-80, -71, -74, -76, -87, -71, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28375689275198,
90.90209007263184,
51.816
] | 16 |
39,160 | **[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 | 1724130119.128 | 45.002 | 29.102 | 60.960 | -74 | -74 | -77 | -78 | -80 | -81 | -73 | -68 |
| B | 1724129910.111 | 95.947 | 84.055 | 60.960 | -78 | -77 | -83 | -84 | -82 | -76 | -70 | -61 |
| C | 1724129795.125 | 27.171 | 79.967 | 60.960 | -77 | -73 | -79 | -75 | -77 | -80 | -83 | -71 |
| D | 1724129839.158 | 48.398 | 62.172 | 60.960 | -81 | -85 | -81 | -100 | -78 | -71 | -78 | -70 |
| E | 1724130006.140 | 51.794 | 14.226 | 60.960 | -83 | -84 | -82 | -81 | -79 | -70 | -81 | -68 |
| F | 1724130506.130 | 0.849 | 123.109 | 60.960 | -100 | -92 | -95 | -100 | -94 | -94 | -100 | -78 |
| G | 1724130298.115 | 31.416 | 47.614 | 60.960 | -73 | -77 | -75 | -75 | -72 | -73 | -72 | -75 |
| H | 1724130038.122 | 78.965 | 72.164 | 60.960 | -100 | -79 | -81 | -80 | -72 | -83 | -81 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129972.140
- **Target RSSI fingerprint:** [-78, -74, -80, -79, -80, -77, -70, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.34461902804844,
44.906959533691406,
60.96
] | 8 |
21,240 | **[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 | 1723010121.165 | 75.567 | 9.342 | 60.960 | -75 | -79 | -84 | -80 | -78 | -78 | -65 | -74 |
| B | 1723009862.170 | 0.849 | 81.679 | 60.960 | -100 | -100 | -83 | -81 | -73 | -77 | -72 | -66 |
| C | 1723009919.149 | 152.831 | 12.793 | 60.960 | -88 | -88 | -86 | -90 | -70 | -87 | -66 | -77 |
| D | 1723009816.185 | 107.831 | 5.866 | 60.960 | -80 | -84 | -71 | -74 | -100 | -69 | -100 | -71 |
| E | 1723009879.163 | 36.510 | 24.272 | 60.960 | -75 | -79 | -75 | -76 | -69 | -63 | -77 | -73 |
| F | 1723009899.167 | 93.397 | 6.171 | 60.960 | -74 | -78 | -77 | -79 | -77 | -79 | -63 | -71 |
| G | 1723009926.163 | 143.492 | 44.668 | 60.960 | -87 | -86 | -84 | -84 | -70 | -82 | -70 | -76 |
| H | 1723009825.160 | 95.944 | 11.904 | 60.960 | -85 | -90 | -88 | -88 | -83 | -85 | -79 | -80 |
| I | 1723010127.140 | 103.586 | 11.187 | 60.960 | -74 | -75 | -88 | -85 | -80 | -82 | -68 | -75 |
| J | 1723010420.149 | 2.547 | 83.710 | 60.960 | -79 | -80 | -80 | -78 | -83 | -74 | -77 | -66 |
| K | 1723010001.153 | 119.718 | 87.983 | 60.960 | -77 | -70 | -85 | -88 | -75 | -83 | -80 | -78 |
| L | 1723010384.140 | 123.114 | 43.222 | 60.960 | -86 | -90 | -77 | -77 | -79 | -71 | -65 | -83 |
| M | 1723010081.156 | 18.679 | 84.121 | 60.960 | -100 | -83 | -81 | -83 | -80 | -75 | -83 | -73 |
| N | 1723010351.167 | 103.586 | 10.178 | 60.960 | -73 | -73 | -86 | -86 | -81 | -82 | -71 | -76 |
| O | 1723010466.160 | 157.077 | 61.628 | 60.960 | -78 | -71 | -83 | -83 | -81 | -83 | -74 | -79 |
| P | 1723010188.150 | 22.076 | 46.672 | 60.960 | -79 | -81 | -88 | -73 | -74 | -72 | -77 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010067.173
- **Target RSSI fingerprint:** [-100, -84, -72, -75, -74, -82, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22685276877834,
86.19110584259033,
60.96
] | 16 |
9,027 | **[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 | 1722833931.161 | 5.094 | 62.304 | 60.960 | -84 | -81 | -84 | -69 | -78 | -79 | -77 | -82 |
| B | 1722833823.146 | 39.057 | 27.921 | 60.960 | -92 | -82 | -91 | -87 | -83 | -81 | -76 | -77 |
| C | 1722833612.164 | 73.019 | 11.134 | 60.960 | -88 | -90 | -80 | -100 | -87 | -85 | -82 | -84 |
| D | 1722833421.171 | 64.529 | 10.935 | 60.960 | -93 | -100 | -89 | -84 | -83 | -89 | -86 | -75 |
| E | 1722833588.156 | 119.718 | 73.704 | 60.960 | -86 | -84 | -84 | -84 | -85 | -78 | -92 | -81 |
| F | 1722834000.146 | 95.095 | 29.288 | 60.960 | -82 | -78 | -80 | -82 | -71 | -79 | -81 | -82 |
| G | 1722833979.156 | 109.529 | 85.050 | 60.960 | -89 | -87 | -81 | -86 | -89 | -77 | -91 | -82 |
| H | 1722833653.171 | 39.057 | 91.911 | 60.960 | -83 | -82 | -79 | -75 | -84 | -84 | -76 | -80 |
| I | 1722833431.151 | 30.566 | 37.422 | 60.960 | -93 | -100 | -87 | -84 | -81 | -76 | -74 | -77 |
| J | 1722833611.135 | 76.416 | 14.491 | 60.960 | -83 | -88 | -79 | -100 | -85 | -83 | -81 | -84 |
| K | 1722833635.165 | 2.547 | 54.886 | 60.960 | -85 | -100 | -83 | -72 | -75 | -80 | -77 | -78 |
| L | 1722833119.155 | 65.378 | 7.126 | 60.960 | -104 | -89 | -104 | -87 | -87 | -102 | -100 | -89 |
| M | 1722833845.158 | 27.170 | 81.998 | 60.960 | -86 | -82 | -81 | -85 | -86 | -86 | -80 | -85 |
| N | 1722833448.154 | 16.132 | 73.279 | 60.960 | -85 | -100 | -81 | -71 | -100 | -84 | -75 | -84 |
| O | 1722833506.155 | 98.491 | 93.888 | 60.960 | -83 | -86 | -88 | -88 | -88 | -75 | -83 | -79 |
| P | 1722833575.160 | 95.095 | 85.156 | 60.960 | -86 | -84 | -79 | -88 | -81 | -76 | -78 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833108.167
- **Target RSSI fingerprint:** [-94, -81, -100, -80, -72, -96, -91, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07594193130761,
0.1725149154663086,
60.96
] | 16 |
1,801 | **[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 | 1723008563.150 | 15.283 | 61.322 | 51.816 | -85 | -79 | -77 | -78 | -77 | -76 | -66 | -74 |
| B | 1723008061.209 | 154.529 | 8.294 | 51.816 | -85 | -84 | -78 | -80 | -86 | -68 | -85 | -80 |
| C | 1723008318.154 | 77.265 | 40.753 | 51.816 | -88 | -89 | -88 | -82 | -78 | -76 | -81 | -78 |
| D | 1723008210.265 | 72.170 | 71.196 | 51.816 | -88 | -82 | -81 | -86 | -88 | -82 | -78 | -70 |
| E | 1723008014.172 | 3.396 | 78.627 | 51.816 | -82 | -84 | -79 | -77 | -78 | -80 | -86 | -72 |
| F | 1723008066.150 | 153.680 | 9.130 | 51.816 | -80 | -80 | -88 | -86 | -80 | -71 | -77 | -81 |
| G | 1723008125.177 | 8.491 | 83.842 | 51.816 | -88 | -88 | -86 | -80 | -86 | -82 | -75 | -78 |
| H | 1723008339.167 | 12.736 | 61.004 | 51.816 | -86 | -77 | -76 | -78 | -76 | -78 | -66 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008412.151
- **Target RSSI fingerprint:** [-75, -83, -91, -87, -73, -77, -89, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01964720858759,
1.8047714233398438,
51.816
] | 8 |
6,972 | **[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 | 1731994766.223 | 11.038 | 67.891 | 51.816 | -64 | -78 | -78 | -77 | -83 | -89 | -73 | -77 |
| B | 1731994932.222 | 68.774 | 1.048 | 51.816 | -81 | -75 | -101 | -95 | -98 | -98 | -96 | -98 |
| C | 1731994424.221 | 112.925 | 81.692 | 51.816 | -75 | -84 | -90 | -81 | -79 | -88 | -68 | -79 |
| D | 1731994782.231 | 33.113 | 48.649 | 51.816 | -83 | -82 | -76 | -85 | -89 | -69 | -72 | -80 |
| E | 1731994868.219 | 61.133 | 7.591 | 51.816 | -99 | -90 | -76 | -78 | -80 | -90 | -73 | -78 |
| F | 1731994849.243 | 68.774 | 14.571 | 51.816 | -100 | -75 | -78 | -72 | -78 | -71 | -75 | -71 |
| G | 1731994966.188 | 76.416 | 2.256 | 51.816 | -85 | -93 | -93 | -91 | -100 | -95 | -92 | -97 |
| H | 1731994634.206 | 99.340 | 48.609 | 51.816 | -89 | -84 | -83 | -85 | -78 | -72 | -75 | -71 |
| I | 1731994540.208 | 82.359 | 102.885 | 51.816 | -92 | -91 | -87 | -86 | -73 | -75 | -83 | -70 |
| J | 1731994353.207 | 75.567 | 117.695 | 51.816 | -100 | -100 | -83 | -82 | -71 | -74 | -80 | -72 |
| K | 1731994463.220 | 31.415 | 36.985 | 51.816 | -81 | -83 | -85 | -80 | -88 | -79 | -80 | -77 |
| L | 1731994155.223 | 73.868 | 2.893 | 51.816 | -86 | -91 | -88 | -96 | -104 | -100 | -87 | -99 |
| M | 1731994441.225 | 92.548 | 38.895 | 51.816 | -95 | -94 | -81 | -71 | -80 | -68 | -76 | -72 |
| N | 1731994546.216 | 71.321 | 117.761 | 51.816 | -81 | -89 | -89 | -80 | -73 | -82 | -78 | -73 |
| O | 1731994538.218 | 86.604 | 95.878 | 51.816 | -91 | -93 | -87 | -85 | -75 | -75 | -82 | -70 |
| P | 1731994458.228 | 52.642 | 22.201 | 51.816 | -84 | -82 | -84 | -88 | -76 | -77 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994510.205
- **Target RSSI fingerprint:** [-84, -78, -78, -77, -78, -76, -68, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51000889291859,
38.43101501464844,
51.816
] | 16 |
21,268 | **[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 | 1722828781.192 | 45.849 | 47.136 | 42.672 | -87 | -91 | -84 | -88 | -83 | -90 | -78 | -75 |
| B | 1722828443.147 | 67.076 | 11.346 | 42.672 | -84 | -91 | -88 | -97 | -79 | -81 | -79 | -93 |
| C | 1722828681.143 | 36.510 | 87.439 | 42.672 | -95 | -91 | -88 | -82 | -87 | -81 | -78 | -77 |
| D | 1722828678.148 | 32.264 | 87.531 | 42.672 | -95 | -87 | -87 | -77 | -85 | -83 | -92 | -75 |
| E | 1722828523.147 | 106.133 | 75.747 | 42.672 | -96 | -93 | -83 | -88 | -82 | -74 | -87 | -76 |
| F | 1722828682.146 | 40.755 | 85.846 | 42.672 | -90 | -83 | -85 | -82 | -87 | -73 | -78 | -77 |
| G | 1722828786.150 | 66.227 | 63.884 | 42.672 | -88 | -90 | -92 | -88 | -87 | -83 | -78 | -78 |
| H | 1722828592.157 | 74.718 | 73.425 | 42.672 | -91 | -89 | -90 | -86 | -85 | -89 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828968.157
- **Target RSSI fingerprint:** [-86, -88, -92, -86, -87, -88, -81, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830313800975613,
50.02932548522949,
42.672000000000004
] | 8 |
23,570 | **[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 | 1725939078.119 | 30.566 | 11.280 | 42.672 | -100 | -100 | -100 | -100 | -100 | -100 | -62 | -100 |
| B | 1725939370.153 | 99.341 | 51.768 | 42.672 | -73 | -65 | -76 | -78 | -72 | -79 | -73 | -60 |
| C | 1725939360.165 | 62.831 | 86.085 | 42.672 | -76 | -69 | -74 | -74 | -77 | -76 | -77 | -66 |
| D | 1725939114.152 | 43.302 | 11.917 | 42.672 | -100 | -95 | -100 | -100 | -87 | -83 | -88 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939676.139
- **Target RSSI fingerprint:** [-76, -74, -78, -75, -68, -77, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79375437359478,
55.52326202392578,
42.672000000000004
] | 4 |
26,805 | **[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 | 1725937694.133 | 19.529 | 122.924 | 30.480 | -73 | -73 | -69 | -68 | -78 | -100 | -51 | -62 |
| B | 1725938278.148 | 59.435 | 6.357 | 30.480 | -76 | -84 | -81 | -83 | -67 | -76 | -78 | -62 |
| C | 1725937253.127 | 45.850 | 6.091 | 30.480 | -78 | -95 | -94 | -93 | -91 | -81 | -93 | -84 |
| D | 1725938037.157 | 90.850 | 1.845 | 30.480 | -70 | -82 | -79 | -82 | -74 | -71 | -81 | -63 |
| E | 1725938027.137 | 46.699 | 12.726 | 30.480 | -74 | -79 | -82 | -80 | -68 | -79 | -76 | -74 |
| F | 1725938206.157 | 53.491 | 42.160 | 30.480 | -76 | -80 | -78 | -76 | -67 | -70 | -68 | -67 |
| G | 1725937673.151 | 5.943 | 49.910 | 30.480 | -69 | -61 | -64 | -57 | -75 | -70 | -50 | -58 |
| H | 1725938106.161 | 26.321 | 13.615 | 30.480 | -76 | -79 | -81 | -79 | -74 | -70 | -72 | -73 |
| I | 1725937740.129 | 101.888 | 22.732 | 30.480 | -73 | -80 | -82 | -77 | -74 | -77 | -76 | -75 |
| J | 1725938347.151 | 39.906 | 6.834 | 30.480 | -92 | -91 | -83 | -86 | -90 | -90 | -80 | -87 |
| K | 1725938259.158 | 78.114 | 6.794 | 30.480 | -72 | -82 | -81 | -79 | -71 | -75 | -77 | -65 |
| L | 1725937896.151 | 3.396 | 35.220 | 30.480 | -100 | -66 | -68 | -67 | -100 | -68 | -61 | -57 |
| M | 1725938345.158 | 42.453 | 6.940 | 30.480 | -90 | -84 | -90 | -90 | -92 | -84 | -90 | -87 |
| N | 1725937888.183 | 1.698 | 19.720 | 30.480 | -100 | -75 | -77 | -80 | -79 | -67 | -82 | -54 |
| O | 1725937963.153 | 103.586 | 28.823 | 30.480 | -67 | -84 | -84 | -81 | -77 | -75 | -79 | -74 |
| P | 1725937887.140 | 3.396 | 19.348 | 30.480 | -100 | -80 | -81 | -82 | -77 | -70 | -79 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937606.138
- **Target RSSI fingerprint:** [-76, -86, -85, -85, -75, -80, -81, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79375274893847,
26.620378494262695,
30.48
] | 16 |
10,832 | **[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 | 1723008142.168 | 91.699 | 88.885 | 51.816 | -79 | -87 | -100 | -77 | -84 | -76 | -71 | -71 |
| B | 1723008089.149 | 95.944 | 41.510 | 51.816 | -80 | -75 | -76 | -82 | -88 | -89 | -91 | -81 |
| C | 1723008399.149 | 161.322 | 8.626 | 51.816 | -83 | -84 | -75 | -82 | -86 | -76 | -75 | -74 |
| D | 1723008422.155 | 100.189 | 6.715 | 51.816 | -80 | -87 | -86 | -77 | -70 | -81 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007906.156
- **Target RSSI fingerprint:** [-100, -82, -77, -76, -78, -81, -77, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
204.6239926422274,
15.035338401794434,
51.816
] | 4 |
35,765 | **[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 | 1724123213.139 | 42.454 | 58.018 | 60.960 | -83 | -74 | -76 | -74 | -100 | -77 | -75 | -64 |
| B | 1724123118.153 | 42.454 | 31.836 | 60.960 | -83 | -79 | -81 | -74 | -83 | -79 | -70 | -64 |
| C | 1724123391.127 | 41.605 | 57.792 | 60.960 | -80 | -79 | -78 | -74 | -77 | -79 | -69 | -63 |
| D | 1724123217.155 | 26.322 | 50.069 | 60.960 | -81 | -81 | -78 | -73 | -79 | -79 | -69 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123329.138
- **Target RSSI fingerprint:** [-100, -81, -81, -82, -77, -76, -77, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.832352077724444,
71.19557857513428,
60.96
] | 4 |
25,428 | **[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 | 1725940816.163 | 58.586 | 51.038 | 51.816 | -77 | -74 | -74 | -74 | -71 | -70 | -73 | -59 |
| B | 1725941261.150 | 14.434 | 96.715 | 51.816 | -80 | -100 | -73 | -54 | -73 | -72 | -79 | -68 |
| C | 1725941324.154 | 39.906 | 59.000 | 51.816 | -85 | -74 | -75 | -81 | -71 | -75 | -71 | -69 |
| D | 1725941207.152 | 67.076 | 87.823 | 51.816 | -75 | -72 | -78 | -80 | -65 | -76 | -71 | -71 |
| E | 1725940850.155 | 5.943 | 55.736 | 51.816 | -84 | -75 | -77 | -76 | -75 | -75 | -61 | -71 |
| F | 1725941326.154 | 30.566 | 63.499 | 51.816 | -76 | -75 | -75 | -79 | -76 | -71 | -73 | -69 |
| G | 1725941147.152 | 0.849 | 35.087 | 51.816 | -82 | -77 | -78 | -81 | -72 | -69 | -70 | -66 |
| H | 1725941115.134 | 86.605 | 34.742 | 51.816 | -84 | -74 | -79 | -86 | -75 | -71 | -78 | -65 |
| I | 1725940869.160 | 22.076 | 129.108 | 51.816 | -75 | -77 | -78 | -61 | -70 | -76 | -74 | -76 |
| J | 1725940920.134 | 57.737 | 53.838 | 51.816 | -86 | -77 | -78 | -79 | -77 | -77 | -72 | -68 |
| K | 1725940939.147 | 8.491 | 65.357 | 51.816 | -86 | -74 | -78 | -74 | -66 | -73 | -72 | -63 |
| L | 1725941074.141 | 28.868 | 124.423 | 51.816 | -69 | -80 | -77 | -59 | -100 | -81 | -74 | -68 |
| M | 1725940799.154 | 81.511 | 67.029 | 51.816 | -76 | -75 | -80 | -74 | -76 | -76 | -74 | -69 |
| N | 1725940997.146 | 95.945 | 64.733 | 51.816 | -75 | -77 | -76 | -74 | -75 | -76 | -77 | -69 |
| O | 1725941084.140 | 64.529 | 91.154 | 51.816 | -72 | -82 | -80 | -83 | -80 | -80 | -78 | -67 |
| P | 1725941105.177 | 103.586 | 34.490 | 51.816 | -73 | -67 | -72 | -78 | -70 | -66 | -71 | -57 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940887.171
- **Target RSSI fingerprint:** [-69, -80, -79, -85, -81, -80, -80, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.20866814758166,
74.27430629730225,
51.816
] | 16 |
2,846 | **[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 | 1722838949.187 | 31.415 | 103.522 | 51.816 | -86 | -85 | -75 | -78 | -85 | -85 | -82 | -70 |
| B | 1722839368.157 | 2.547 | 5.879 | 51.816 | -79 | -75 | -91 | -78 | -74 | -73 | -100 | -91 |
| C | 1722838992.174 | 96.793 | 99.581 | 51.816 | -79 | -79 | -76 | -74 | -82 | -73 | -66 | -70 |
| D | 1722838883.172 | 74.718 | 119.500 | 51.816 | -87 | -85 | -83 | -74 | -85 | -77 | -68 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838796.161
- **Target RSSI fingerprint:** [-85, -80, -77, -79, -81, -77, -68, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52906967068553,
96.22351169586182,
51.816
] | 4 |
3,033 | **[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 | 1722839260.182 | 28.019 | 137.083 | 51.816 | -85 | -79 | -79 | -73 | -83 | -70 | -70 | -71 |
| B | 1722838843.154 | 55.189 | 161.102 | 51.816 | -78 | -85 | -83 | -80 | -75 | -77 | -73 | -74 |
| C | 1722839209.166 | 123.114 | 106.468 | 51.816 | -82 | -84 | -82 | -77 | -77 | -82 | -76 | -69 |
| D | 1722838968.170 | 37.359 | 150.061 | 51.816 | -82 | -85 | -77 | -88 | -75 | -70 | -84 | -69 |
| E | 1722838801.175 | 129.058 | 112.055 | 51.816 | -85 | -85 | -84 | -79 | -79 | -85 | -80 | -67 |
| F | 1722839169.169 | 24.623 | 136.751 | 51.816 | -89 | -85 | -78 | -81 | -82 | -69 | -82 | -71 |
| G | 1722839245.169 | 84.057 | 185.560 | 51.816 | -76 | -82 | -84 | -82 | -75 | -87 | -73 | -71 |
| H | 1722839286.155 | 47.548 | 96.091 | 51.816 | -90 | -79 | -80 | -84 | -78 | -71 | -74 | -72 |
| I | 1722839060.167 | 16.132 | 126.546 | 51.816 | -90 | -81 | -83 | -74 | -86 | -71 | -74 | -75 |
| J | 1722839293.165 | 71.321 | 118.027 | 51.816 | -82 | -83 | -76 | -79 | -74 | -72 | -74 | -67 |
| K | 1722838890.182 | 101.038 | 141.794 | 51.816 | -84 | -85 | -83 | -84 | -80 | -80 | -79 | -69 |
| L | 1722838979.171 | 56.038 | 151.110 | 51.816 | -77 | -76 | -74 | -73 | -73 | -66 | -70 | -63 |
| M | 1722839299.159 | 94.246 | 137.375 | 51.816 | -81 | -89 | -82 | -78 | -76 | -80 | -76 | -68 |
| N | 1722839176.148 | 47.548 | 157.400 | 51.816 | -82 | -86 | -77 | -89 | -77 | -71 | -85 | -68 |
| O | 1722838921.155 | 113.774 | 98.546 | 51.816 | -82 | -74 | -100 | -85 | -74 | -93 | -85 | -85 |
| P | 1722838905.141 | 128.208 | 134.774 | 51.816 | -72 | -84 | -100 | -84 | -71 | -91 | -71 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838878.150
- **Target RSSI fingerprint:** [-93, -81, -81, -81, -84, -76, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.18906611313612,
103.92033100128174,
51.816
] | 16 |
42,270 | **[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 | 1723689597.169 | 91.701 | 42.744 | 42.672 | -72 | -75 | -71 | -100 | -69 | -74 | -71 | -76 |
| B | 1723690150.157 | 148.590 | 42.041 | 42.672 | -88 | -85 | -90 | -82 | -89 | -82 | -81 | -88 |
| C | 1723689862.146 | 184.252 | 67.068 | 42.672 | -88 | -82 | -90 | -74 | -87 | -72 | -79 | -81 |
| D | 1723689994.134 | 219.913 | 66.617 | 42.672 | -100 | -80 | -92 | -81 | -90 | -87 | -78 | -79 |
| E | 1723689566.953 | 15.284 | 74.672 | 42.672 | -100 | -100 | -85 | -100 | -92 | -100 | -88 | -100 |
| F | 1723690101.159 | 209.724 | 132.491 | 42.672 | -82 | -67 | -68 | -81 | -69 | -78 | -87 | -73 |
| G | 1723689894.145 | 225.857 | 100.696 | 42.672 | -81 | -71 | -78 | -79 | -75 | -88 | -81 | -74 |
| H | 1723689949.165 | 144.345 | 38.192 | 42.672 | -85 | -83 | -85 | -84 | -81 | -85 | -80 | -86 |
| I | 1723689754.161 | 160.477 | 53.559 | 42.672 | -86 | -81 | -87 | -82 | -83 | -77 | -82 | -73 |
| J | 1723689858.137 | 174.912 | 85.448 | 42.672 | -73 | -100 | -69 | -74 | -66 | -70 | -79 | -77 |
| K | 1723689841.155 | 138.401 | 82.276 | 42.672 | -78 | -81 | -82 | -84 | -89 | -76 | -78 | -78 |
| L | 1723689944.140 | 142.646 | 38.073 | 42.672 | -81 | -80 | -86 | -76 | -80 | -77 | -100 | -85 |
| M | 1723690203.151 | 190.195 | 29.991 | 42.672 | -100 | -85 | -100 | -85 | -100 | -87 | -75 | -76 |
| N | 1723689916.144 | 180.855 | 113.860 | 42.672 | -85 | -80 | -72 | -84 | -72 | -88 | -84 | -81 |
| O | 1723689879.155 | 216.517 | 69.258 | 42.672 | -88 | -88 | -100 | -83 | -100 | -90 | -83 | -89 |
| P | 1723690025.147 | 136.703 | 36.839 | 42.672 | -86 | -85 | -82 | -76 | -76 | -84 | -73 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690269.152
- **Target RSSI fingerprint:** [-93, -100, -81, -88, -93, -86, -86, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.887202570652056,
72.38991260528564,
42.672000000000004
] | 16 |
14,021 | **[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 | 1722833752.154 | 36.510 | 33.747 | 60.960 | -87 | -88 | -78 | -88 | -88 | -77 | -84 | -77 |
| B | 1722834094.161 | 65.378 | 1.380 | 60.960 | -93 | -95 | -101 | -82 | -82 | -96 | -72 | -90 |
| C | 1722833822.138 | 43.302 | 24.882 | 60.960 | -89 | -91 | -91 | -83 | -84 | -77 | -78 | -82 |
| D | 1722833499.154 | 122.265 | 70.691 | 60.960 | -88 | -85 | -90 | -83 | -84 | -81 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833776.153
- **Target RSSI fingerprint:** [-89, -82, -80, -85, -79, -81, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750673110017,
92.37510204315186,
60.96
] | 4 |
31,626 | **[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 | 1724129946.136 | 69.625 | 37.303 | 60.960 | -73 | -72 | -80 | -74 | -66 | -75 | -67 | -67 |
| B | 1724130100.142 | 65.380 | 70.744 | 60.960 | -78 | -76 | -77 | -76 | -100 | -70 | -75 | -62 |
| C | 1724130193.129 | 43.303 | 26.209 | 60.960 | -77 | -79 | -83 | -83 | -84 | -81 | -72 | -70 |
| D | 1724130505.136 | 0.000 | 122.977 | 60.960 | -100 | -97 | -97 | -100 | -95 | -100 | -89 | -86 |
| E | 1724130191.126 | 47.549 | 16.628 | 60.960 | -75 | -77 | -83 | -80 | -69 | -78 | -68 | -68 |
| F | 1724129936.122 | 45.851 | 25.652 | 60.960 | -76 | -81 | -74 | -74 | -73 | -79 | -75 | -69 |
| G | 1724130315.124 | 73.870 | 42.532 | 60.960 | -74 | -76 | -83 | -80 | -80 | -76 | -69 | -70 |
| H | 1724130090.129 | 113.778 | 95.998 | 60.960 | -83 | -80 | -81 | -75 | -83 | -72 | -79 | -66 |
| I | 1724129838.126 | 43.303 | 59.757 | 60.960 | -75 | -75 | -81 | -80 | -82 | -80 | -70 | -73 |
| J | 1724130058.123 | 115.476 | 27.974 | 60.960 | -74 | -71 | -81 | -79 | -75 | -69 | -68 | -73 |
| K | 1724130258.146 | 135.854 | 58.310 | 60.960 | -79 | -74 | -84 | -82 | -74 | -82 | -71 | -67 |
| L | 1724129805.124 | 47.549 | 34.238 | 60.960 | -100 | -100 | -74 | -71 | -62 | -71 | -100 | -67 |
| M | 1724129797.119 | 31.416 | 70.638 | 60.960 | -100 | -100 | -74 | -76 | -69 | -80 | -78 | -70 |
| N | 1724129917.128 | 62.832 | 67.082 | 60.960 | -77 | -77 | -80 | -76 | -80 | -73 | -75 | -63 |
| O | 1724129933.124 | 41.605 | 34.808 | 60.960 | -79 | -82 | -74 | -77 | -82 | -74 | -75 | -71 |
| P | 1724129914.130 | 77.267 | 74.447 | 60.960 | -77 | -75 | -78 | -81 | -81 | -71 | -77 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130175.138
- **Target RSSI fingerprint:** [-78, -78, -81, -77, -80, -78, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60677141682906,
14.942445755004883,
60.96
] | 16 |
23,435 | **[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 | 1725939695.152 | 60.284 | 58.575 | 42.672 | -75 | -74 | -76 | -70 | -71 | -73 | -68 | -61 |
| B | 1725939394.147 | 73.020 | 38.325 | 42.672 | -74 | -78 | -72 | -77 | -77 | -76 | -76 | -64 |
| C | 1725939827.147 | 4.245 | 51.184 | 42.672 | -78 | -74 | -70 | -75 | -72 | -69 | -75 | -63 |
| D | 1725939596.162 | 73.869 | 37.913 | 42.672 | -74 | -75 | -70 | -75 | -74 | -66 | -73 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939647.142
- **Target RSSI fingerprint:** [-78, -77, -100, -72, -76, -78, -72, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56705385306961,
6.091103553771973,
42.672000000000004
] | 4 |
85 | **[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 | 1722841159.164 | 39.057 | 94.711 | 60.960 | -79 | -74 | -83 | -80 | -71 | -83 | -71 | -74 |
| B | 1722841172.169 | 65.378 | 110.502 | 60.960 | -82 | -84 | -83 | -81 | -77 | -72 | -71 | -74 |
| C | 1722840825.175 | 39.057 | 93.569 | 60.960 | -82 | -80 | -75 | -81 | -78 | -82 | -68 | -79 |
| D | 1722841255.180 | 27.170 | 140.029 | 60.960 | -82 | -84 | -80 | -83 | -72 | -71 | -81 | -74 |
| E | 1722841348.203 | 18.679 | 129.532 | 60.960 | -78 | -76 | -71 | -74 | -70 | -71 | -76 | -72 |
| F | 1722840803.173 | 36.510 | 39.174 | 60.960 | -84 | -80 | -100 | -80 | -70 | -79 | -80 | -77 |
| G | 1722840965.180 | 57.736 | 106.083 | 60.960 | -80 | -83 | -74 | -78 | -72 | -71 | -71 | -72 |
| H | 1722841219.173 | 83.208 | 72.270 | 60.960 | -83 | -68 | -79 | -80 | -79 | -72 | -79 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841182.162
- **Target RSSI fingerprint:** [-81, -81, -76, -72, -78, -77, -70, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58563124678518,
144.46133613586426,
60.96
] | 8 |
22,978 | **[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 | 1725939507.154 | 51.793 | 12.766 | 42.672 | -86 | -77 | -90 | -85 | -77 | -74 | -69 | -83 |
| B | 1725939719.151 | 5.094 | 19.813 | 42.672 | -74 | -68 | -88 | -71 | -74 | -74 | -75 | -82 |
| C | 1725939280.146 | 66.227 | 79.927 | 42.672 | -76 | -67 | -67 | -76 | -69 | -71 | -69 | -65 |
| D | 1725939118.148 | 46.699 | 14.239 | 42.672 | -100 | -100 | -93 | -100 | -85 | -86 | -85 | -93 |
| E | 1725939438.157 | 43.302 | 17.809 | 42.672 | -100 | -68 | -86 | -75 | -76 | -75 | -67 | -77 |
| F | 1725939228.165 | 48.397 | 18.207 | 42.672 | -100 | -100 | -82 | -100 | -77 | -74 | -73 | -82 |
| G | 1725939247.143 | 91.699 | 10.165 | 42.672 | -80 | -75 | -85 | -72 | -74 | -76 | -75 | -80 |
| H | 1725939255.138 | 96.794 | 13.907 | 42.672 | -72 | -77 | -85 | -69 | -76 | -78 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939352.145
- **Target RSSI fingerprint:** [-75, -78, -69, -72, -78, -80, -76, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05712895776632,
107.43698120117188,
42.672000000000004
] | 8 |
5,964 | **[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 | 1723000088.148 | 112.925 | 49.910 | 42.672 | -79 | -89 | -85 | -85 | -73 | -75 | -86 | -72 |
| B | 1722999797.135 | 3.396 | 74.991 | 42.672 | -91 | -81 | -87 | -87 | -85 | -84 | -76 | -79 |
| C | 1722999877.138 | 45.849 | 48.198 | 42.672 | -84 | -87 | -85 | -81 | -82 | -82 | -88 | -66 |
| D | 1722999665.135 | 10.189 | 48.822 | 42.672 | -91 | -85 | -91 | -90 | -92 | -88 | -84 | -79 |
| E | 1723000120.146 | 5.094 | 72.257 | 42.672 | -87 | -89 | -87 | -92 | -88 | -89 | -79 | -100 |
| F | 1722999640.144 | 106.133 | 48.915 | 42.672 | -79 | -88 | -79 | -76 | -77 | -83 | -85 | -71 |
| G | 1722999582.138 | 17.830 | 23.409 | 42.672 | -100 | -74 | -82 | -76 | -75 | -71 | -71 | -68 |
| H | 1722999805.151 | 13.585 | 37.608 | 42.672 | -88 | -74 | -83 | -89 | -83 | -82 | -69 | -64 |
| I | 1722999552.144 | 51.793 | 89.243 | 42.672 | -84 | -90 | -88 | -83 | -79 | -85 | -88 | -70 |
| J | 1722999569.140 | 1.698 | 84.028 | 42.672 | -88 | -79 | -83 | -80 | -81 | -80 | -70 | -100 |
| K | 1722999629.139 | 136.699 | 51.675 | 42.672 | -76 | -83 | -84 | -79 | -85 | -77 | -71 | -77 |
| L | 1722999649.166 | 61.982 | 47.176 | 42.672 | -81 | -87 | -81 | -80 | -75 | -82 | -84 | -63 |
| M | 1722999592.142 | 28.019 | 11.837 | 42.672 | -100 | -71 | -82 | -84 | -80 | -82 | -68 | -73 |
| N | 1722999938.152 | 136.699 | 95.441 | 42.672 | -83 | -88 | -78 | -79 | -76 | -72 | -83 | -71 |
| O | 1723000096.146 | 73.019 | 48.782 | 42.672 | -81 | -88 | -82 | -83 | -85 | -83 | -88 | -64 |
| P | 1723000001.164 | 61.132 | 90.544 | 42.672 | -78 | -83 | -80 | -81 | -79 | -75 | -79 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000151.155
- **Target RSSI fingerprint:** [-75, -85, -83, -88, -86, -89, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.22715184266411,
97.48419761657715,
42.672000000000004
] | 16 |
36,059 | **[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 | 1723693576.154 | 171.515 | 106.176 | 60.960 | -78 | -76 | -82 | -80 | -78 | -77 | -78 | -74 |
| B | 1723693088.138 | 129.061 | 49.698 | 60.960 | -82 | -82 | -79 | -70 | -80 | -72 | -75 | -63 |
| C | 1723693416.145 | 159.628 | 55.324 | 60.960 | -75 | -83 | -75 | -82 | -75 | -77 | -66 | -62 |
| D | 1723693172.156 | 187.648 | 118.850 | 60.960 | -78 | -72 | -85 | -80 | -75 | -77 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693223.148
- **Target RSSI fingerprint:** [-77, -73, -76, -81, -77, -75, -65, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
187.64798063004613,
81.83842182159424,
60.96
] | 4 |
22,814 | **[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 | 1725943404.169 | 4.245 | 37.794 | 60.960 | -73 | -76 | -73 | -71 | -75 | -78 | -72 | -68 |
| B | 1725943476.159 | 57.737 | 40.607 | 60.960 | -73 | -77 | -72 | -71 | -76 | -71 | -71 | -70 |
| C | 1725943348.147 | 102.737 | 38.962 | 60.960 | -80 | -79 | -79 | -79 | -71 | -78 | -78 | -73 |
| D | 1725943071.174 | 70.473 | 32.088 | 60.960 | -73 | -69 | -71 | -73 | -72 | -62 | -64 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943310.142
- **Target RSSI fingerprint:** [-79, -70, -78, -80, -76, -70, -73, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.075767797013242,
16.13677978515625,
60.96
] | 4 |
17,553 | **[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 | 1731994690.218 | 26.321 | 95.255 | 51.816 | -86 | -91 | -77 | -75 | -81 | -79 | -70 | -65 |
| B | 1731994641.224 | 75.567 | 25.187 | 51.816 | -90 | -89 | -83 | -78 | -79 | -68 | -72 | -76 |
| C | 1731994506.221 | 73.019 | 44.827 | 51.816 | -88 | -93 | -79 | -79 | -78 | -80 | -77 | -68 |
| D | 1731994624.240 | 104.435 | 67.958 | 51.816 | -84 | -85 | -89 | -81 | -87 | -80 | -80 | -66 |
| E | 1731994363.229 | 52.642 | 98.161 | 51.816 | -81 | -82 | -85 | -91 | -80 | -79 | -83 | -72 |
| F | 1731994529.216 | 98.491 | 64.202 | 51.816 | -91 | -76 | -80 | -75 | -78 | -82 | -74 | -74 |
| G | 1731994599.215 | 48.397 | 67.891 | 51.816 | -81 | -74 | -92 | -84 | -89 | -89 | -73 | -77 |
| H | 1731994306.211 | 61.982 | 70.280 | 51.816 | -93 | -90 | -76 | -82 | -71 | -77 | -73 | -64 |
| I | 1731994616.211 | 84.906 | 93.463 | 51.816 | -75 | -85 | -90 | -88 | -77 | -76 | -74 | -64 |
| J | 1731994966.188 | 76.416 | 2.256 | 51.816 | -100 | -93 | -93 | -100 | -95 | -91 | -97 | -92 |
| K | 1731994400.220 | 44.151 | 62.251 | 51.816 | -94 | -83 | -89 | -86 | -88 | -88 | -73 | -76 |
| L | 1731994463.220 | 31.415 | 36.985 | 51.816 | -74 | -83 | -85 | -88 | -79 | -80 | -77 | -80 |
| M | 1731994683.211 | 26.321 | 94.206 | 51.816 | -89 | -96 | -89 | -81 | -84 | -86 | -80 | -75 |
| N | 1731994467.211 | 16.132 | 47.455 | 51.816 | -80 | -81 | -84 | -90 | -86 | -85 | -84 | -80 |
| O | 1731994849.243 | 68.774 | 14.571 | 51.816 | -84 | -75 | -78 | -78 | -71 | -72 | -71 | -75 |
| P | 1731994369.221 | 28.868 | 78.574 | 51.816 | -82 | -88 | -80 | -82 | -79 | -81 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994250.221
- **Target RSSI fingerprint:** [-87, -81, -80, -81, -84, -85, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37781963286179,
13.376541137695312,
51.816
] | 16 |
22,975 | **[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 | 1725938173.140 | 89.152 | 63.114 | 30.480 | -83 | -83 | -69 | -78 | -74 | -72 | -74 | -66 |
| B | 1725937832.138 | 98.492 | 28.770 | 30.480 | -83 | -83 | -71 | -83 | -75 | -80 | -71 | -62 |
| C | 1725937751.153 | 77.265 | 29.991 | 30.480 | -100 | -79 | -74 | -76 | -71 | -70 | -63 | -59 |
| D | 1725937900.159 | 5.943 | 55.842 | 30.480 | -63 | -67 | -100 | -58 | -100 | -48 | -59 | -64 |
| E | 1725938276.141 | 69.624 | 4.990 | 30.480 | -82 | -78 | -79 | -80 | -63 | -76 | -61 | -79 |
| F | 1725938158.170 | 55.189 | 93.649 | 30.480 | -80 | -81 | -76 | -73 | -75 | -69 | -71 | -70 |
| G | 1725938228.146 | 2.547 | 37.794 | 30.480 | -74 | -75 | -82 | -72 | -74 | -62 | -61 | -79 |
| H | 1725937746.139 | 100.190 | 20.582 | 30.480 | -87 | -87 | -83 | -87 | -79 | -83 | -79 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937720.139
- **Target RSSI fingerprint:** [-86, -83, -67, -83, -69, -78, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41612059126722,
74.14160251617432,
30.48
] | 8 |
16,271 | **[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 | 1723006663.141 | 26.321 | 38.471 | 42.672 | -69 | -83 | -83 | -80 | -85 | -82 | -74 | -62 |
| B | 1723006917.165 | 40.755 | 82.436 | 42.672 | -84 | -78 | -89 | -85 | -71 | -74 | -100 | -78 |
| C | 1723006875.171 | 89.152 | 40.010 | 42.672 | -80 | -79 | -81 | -82 | -86 | -76 | -72 | -71 |
| D | 1723006895.144 | 21.227 | 44.177 | 42.672 | -86 | -87 | -81 | -75 | -100 | -85 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006638.157
- **Target RSSI fingerprint:** [-93, -88, -93, -93, -88, -93, -81, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
145.18963853873032,
40.22251605987549,
42.672000000000004
] | 4 |
27,996 | **[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 | 1725943182.143 | 52.642 | 9.740 | 60.960 | -82 | -81 | -84 | -81 | -81 | -78 | -74 | -76 |
| B | 1725942896.176 | 35.661 | 18.233 | 60.960 | -100 | -100 | -100 | -73 | -100 | -64 | -75 | -64 |
| C | 1725943353.154 | 85.756 | 55.046 | 60.960 | -81 | -85 | -79 | -68 | -80 | -74 | -79 | -77 |
| D | 1725943538.165 | 89.152 | 4.140 | 60.960 | -78 | -79 | -82 | -75 | -68 | -73 | -70 | -73 |
| E | 1725943253.161 | 106.983 | 41.085 | 60.960 | -77 | -73 | -74 | -74 | -73 | -73 | -75 | -78 |
| F | 1725943289.148 | 7.642 | 56.638 | 60.960 | -75 | -80 | -75 | -76 | -72 | -66 | -76 | -69 |
| G | 1725943337.161 | 102.737 | 18.645 | 60.960 | -74 | -73 | -75 | -79 | -68 | -78 | -72 | -74 |
| H | 1725943034.151 | 55.189 | 87.691 | 60.960 | -74 | -73 | -69 | -77 | -68 | -79 | -78 | -71 |
| I | 1725942949.144 | 96.794 | 47.083 | 60.960 | -100 | -87 | -81 | -72 | -85 | -77 | -75 | -75 |
| J | 1725943166.175 | 62.831 | 57.620 | 60.960 | -74 | -79 | -69 | -75 | -62 | -78 | -75 | -76 |
| K | 1725943384.167 | 50.944 | 9.196 | 60.960 | -81 | -76 | -78 | -76 | -71 | -74 | -76 | -77 |
| L | 1725943071.174 | 70.473 | 32.088 | 60.960 | -73 | -71 | -73 | -72 | -68 | -62 | -64 | -69 |
| M | 1725943439.174 | 65.378 | 78.335 | 60.960 | -76 | -73 | -68 | -79 | -67 | -76 | -79 | -74 |
| N | 1725942894.154 | 37.359 | 16.243 | 60.960 | -100 | -100 | -100 | -100 | -100 | -100 | -74 | -65 |
| O | 1725943184.160 | 45.001 | 10.776 | 60.960 | -77 | -74 | -77 | -77 | -71 | -76 | -69 | -75 |
| P | 1725943125.166 | 95.096 | 1.526 | 60.960 | -74 | -82 | -82 | -71 | -70 | -67 | -67 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943275.157
- **Target RSSI fingerprint:** [-74, -72, -72, -76, -71, -74, -76, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79314752376184,
39.01491165161133,
60.96
] | 16 |
34,380 | **[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 | 1723690326.143 | 11.887 | 71.209 | 42.672 | -100 | -100 | -92 | -90 | -100 | -100 | -102 | -93 |
| B | 1723690071.139 | 196.139 | 47.734 | 42.672 | -87 | -89 | -82 | -83 | -86 | -100 | -100 | -82 |
| C | 1723689769.199 | 214.819 | 105.951 | 42.672 | -85 | -100 | -82 | -100 | -81 | -78 | -76 | -84 |
| D | 1723689589.143 | 54.341 | 59.372 | 42.672 | -100 | -80 | -100 | -69 | -100 | -76 | -79 | -73 |
| E | 1723690062.147 | 184.252 | 68.250 | 42.672 | -88 | -76 | -72 | -79 | -81 | -89 | -86 | -78 |
| F | 1723689696.139 | 225.008 | 108.525 | 42.672 | -75 | -68 | -100 | -100 | -69 | -77 | -71 | -72 |
| G | 1723689631.194 | 125.665 | 64.030 | 42.672 | -73 | -74 | -76 | -70 | -72 | -70 | -68 | -66 |
| H | 1723689927.144 | 140.099 | 77.632 | 42.672 | -76 | -79 | -90 | -75 | -78 | -77 | -80 | -73 |
| I | 1723690333.149 | 4.245 | 69.125 | 42.672 | -107 | -100 | -94 | -102 | -100 | -104 | -106 | -99 |
| J | 1723690259.136 | 11.038 | 69.351 | 42.672 | -100 | -100 | -76 | -72 | -100 | -77 | -85 | -78 |
| K | 1723689913.147 | 191.893 | 123.693 | 42.672 | -86 | -83 | -88 | -82 | -72 | -74 | -73 | -76 |
| L | 1723690140.153 | 137.552 | 49.817 | 42.672 | -77 | -77 | -75 | -80 | -86 | -75 | -71 | -79 |
| M | 1723689608.169 | 143.496 | 19.494 | 42.672 | -88 | -100 | -85 | -74 | -76 | -93 | -88 | -80 |
| N | 1723690100.159 | 211.422 | 128.417 | 42.672 | -87 | -79 | -77 | -82 | -65 | -76 | -78 | -71 |
| O | 1723690114.146 | 186.799 | 117.801 | 42.672 | -85 | -84 | -88 | -86 | -78 | -71 | -71 | -78 |
| P | 1723690128.150 | 135.005 | 71.275 | 42.672 | -79 | -77 | -89 | -79 | -79 | -75 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689981.142
- **Target RSSI fingerprint:** [-74, -79, -74, -100, -100, -86, -83, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
230.95136422981136,
100.27097702026367,
42.672000000000004
] | 16 |
9,800 | **[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 | 1722839226.187 | 120.567 | 145.974 | 51.816 | -86 | -88 | -93 | -78 | -83 | -80 | -85 | -72 |
| B | 1722839056.165 | 28.868 | 136.884 | 51.816 | -84 | -73 | -71 | -72 | -73 | -77 | -72 | -71 |
| C | 1722839255.157 | 46.698 | 152.968 | 51.816 | -84 | -79 | -77 | -76 | -83 | -74 | -74 | -72 |
| D | 1722838954.197 | 14.434 | 122.632 | 51.816 | -87 | -85 | -77 | -78 | -85 | -86 | -82 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838785.183
- **Target RSSI fingerprint:** [-85, -82, -72, -86, -82, -75, -65, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24594367012476,
103.6018419265747,
51.816
] | 4 |
4,049 | **[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 | 1722828883.149 | 59.434 | 68.183 | 42.672 | -76 | -86 | -84 | -86 | -79 | -73 | -76 | -76 |
| B | 1722828964.137 | 5.094 | 55.192 | 42.672 | -90 | -85 | -86 | -82 | -86 | -78 | -76 | -74 |
| C | 1722828781.192 | 45.849 | 47.136 | 42.672 | -91 | -85 | -84 | -88 | -83 | -90 | -78 | -75 |
| D | 1722828459.162 | 2.547 | 53.745 | 42.672 | -87 | -89 | -78 | -81 | -77 | -81 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828681.143
- **Target RSSI fingerprint:** [-91, -89, -88, -82, -87, -81, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.50969016390245,
87.43852138519287,
42.672000000000004
] | 4 |
31,001 | **[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 | 1724127152.124 | 140.948 | 44.947 | 42.672 | -84 | -100 | -84 | -75 | -82 | -74 | -100 | -81 |
| B | 1724126748.131 | 43.303 | 30.256 | 42.672 | -84 | -82 | -59 | -79 | -69 | -70 | -80 | -55 |
| C | 1724127066.160 | 139.250 | 48.317 | 42.672 | -70 | -100 | -90 | -83 | -77 | -80 | -89 | -82 |
| D | 1724126912.134 | 59.436 | 68.303 | 42.672 | -77 | -75 | -100 | -86 | -87 | -81 | -63 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127094.135
- **Target RSSI fingerprint:** [-79, -78, -100, -89, -86, -83, -64, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62505262485547,
74.32738780975342,
42.672000000000004
] | 4 |
15,220 | **[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 | 1723006789.167 | 11.887 | 79.755 | 42.672 | -87 | -79 | -87 | -78 | -84 | -79 | -79 | -82 |
| B | 1723006652.151 | 79.812 | 39.466 | 42.672 | -78 | -79 | -87 | -83 | -86 | -82 | -76 | -75 |
| C | 1723006580.134 | 16.981 | 55.245 | 42.672 | -83 | -80 | -86 | -72 | -84 | -74 | -80 | -68 |
| D | 1723006535.144 | 90.850 | 19.906 | 42.672 | -88 | -85 | -80 | -87 | -79 | -100 | -78 | -83 |
| E | 1723006914.145 | 26.321 | 81.268 | 42.672 | -82 | -80 | -68 | -83 | -69 | -69 | -79 | -79 |
| F | 1723006943.147 | 133.303 | 89.323 | 42.672 | -84 | -72 | -68 | -85 | -77 | -100 | -78 | -74 |
| G | 1723006414.136 | 142.642 | 39.254 | 42.672 | -86 | -87 | -89 | -83 | -86 | -84 | -78 | -79 |
| H | 1723006028.159 | 206.322 | 1.606 | 42.672 | -97 | -100 | -97 | -89 | -99 | -100 | -75 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006496.120
- **Target RSSI fingerprint:** [-88, -85, -72, -83, -78, -76, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.9443274703464,
68.58131408691406,
42.672000000000004
] | 8 |
26,963 | **[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 | 1725939714.154 | 30.566 | 14.438 | 42.672 | -84 | -75 | -72 | -74 | -74 | -88 | -75 | -78 |
| B | 1725939767.153 | 56.888 | 89.748 | 42.672 | -77 | -76 | -80 | -76 | -81 | -70 | -75 | -63 |
| C | 1725939445.152 | 77.265 | 10.032 | 42.672 | -87 | -78 | -76 | -77 | -79 | -83 | -74 | -86 |
| D | 1725939761.161 | 39.057 | 107.172 | 42.672 | -80 | -75 | -76 | -75 | -77 | -72 | -73 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939596.162
- **Target RSSI fingerprint:** [-76, -74, -66, -75, -74, -83, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.8689178114276,
37.91347026824951,
42.672000000000004
] | 4 |
17,029 | **[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 | 1723004474.155 | 98.491 | 12.965 | 60.960 | -81 | -73 | -70 | -70 | -70 | -76 | -67 | -58 |
| B | 1723004667.156 | 14.434 | 28.916 | 60.960 | -79 | -85 | -77 | -73 | -71 | -81 | -83 | -78 |
| C | 1723004938.164 | 123.963 | 47.561 | 60.960 | -88 | -84 | -85 | -76 | -85 | -85 | -79 | -63 |
| D | 1723004822.135 | 93.397 | 8.705 | 60.960 | -86 | -80 | -81 | -80 | -88 | -82 | -73 | -66 |
| E | 1723004680.140 | 33.113 | 10.736 | 60.960 | -77 | -86 | -87 | -86 | -74 | -77 | -85 | -60 |
| F | 1723004624.138 | 70.472 | 62.835 | 60.960 | -91 | -79 | -88 | -86 | -77 | -79 | -80 | -80 |
| G | 1723004603.171 | 95.944 | 10.125 | 60.960 | -82 | -76 | -79 | -78 | -86 | -76 | -71 | -68 |
| H | 1723004799.163 | 129.907 | 59.000 | 60.960 | -82 | -82 | -100 | -84 | -70 | -66 | -83 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004884.135
- **Target RSSI fingerprint:** [-78, -87, -82, -80, -70, -79, -77, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283119872754968,
34.396820068359375,
60.96
] | 8 |
6,122 | **[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 | 1731994401.218 | 47.548 | 65.529 | 51.816 | -85 | -83 | -88 | -88 | -90 | -84 | -74 | -76 |
| B | 1731994772.227 | 7.642 | 65.131 | 51.816 | -100 | -87 | -89 | -83 | -84 | -80 | -76 | -82 |
| C | 1731994309.236 | 74.718 | 59.266 | 51.816 | -82 | -88 | -78 | -79 | -71 | -77 | -75 | -65 |
| D | 1731994651.216 | 58.585 | 17.464 | 51.816 | -88 | -94 | -85 | -79 | -81 | -78 | -75 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994690.218
- **Target RSSI fingerprint:** [-84, -86, -77, -79, -81, -75, -70, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.32094037167163,
95.25477409362793,
51.816
] | 4 |
7,756 | **[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 | 1723004198.128 | 75.567 | 3.225 | 60.960 | -100 | -100 | -85 | -93 | -100 | -85 | -94 | -79 |
| B | 1723004928.146 | 129.057 | 33.269 | 60.960 | -79 | -86 | -74 | -80 | -74 | -75 | -74 | -71 |
| C | 1723004379.143 | 130.756 | 11.267 | 60.960 | -83 | -84 | -85 | -74 | -79 | -71 | -86 | -73 |
| D | 1723005025.148 | 97.642 | 37.476 | 60.960 | -74 | -80 | -77 | -81 | -74 | -78 | -70 | -65 |
| E | 1723004510.168 | 77.265 | 46.022 | 60.960 | -73 | -79 | -79 | -75 | -75 | -70 | -83 | -63 |
| F | 1723004530.448 | 10.189 | 48.450 | 60.960 | -79 | -82 | -81 | -83 | -80 | -81 | -77 | -70 |
| G | 1723004910.156 | 94.246 | 12.992 | 60.960 | -100 | -83 | -70 | -71 | -79 | -68 | -72 | -61 |
| H | 1723004898.143 | 32.264 | 10.497 | 60.960 | -100 | -75 | -87 | -85 | -75 | -85 | -72 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004953.140
- **Target RSSI fingerprint:** [-78, -86, -70, -78, -87, -75, -88, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.245608478877124,
44.66809272766113,
60.96
] | 8 |
5,348 | **[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 | 1731994706.212 | 91.699 | 43.036 | 51.816 | -94 | -100 | -79 | -81 | -81 | -80 | -73 | -67 |
| B | 1731994364.214 | 48.397 | 94.777 | 51.816 | -82 | -84 | -85 | -88 | -76 | -74 | -80 | -72 |
| C | 1731994561.201 | 42.453 | 93.569 | 51.816 | -75 | -84 | -86 | -87 | -77 | -76 | -81 | -75 |
| D | 1731994711.224 | 94.246 | 42.704 | 51.816 | -96 | -81 | -87 | -90 | -85 | -76 | -88 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994497.222
- **Target RSSI fingerprint:** [-92, -100, -77, -78, -79, -90, -71, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.962503705382744,
75.56153297424316,
51.816
] | 4 |
30,499 | **[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 | 1724126641.159 | 34.813 | 40.276 | 42.672 | -78 | -81 | -74 | -72 | -100 | -60 | -65 | -47 |
| B | 1724126730.141 | 51.794 | 64.348 | 42.672 | -79 | -100 | -85 | -74 | -80 | -85 | -63 | -83 |
| C | 1724127283.134 | 1.698 | 118.491 | 42.672 | -100 | -100 | -100 | -87 | -99 | -100 | -85 | -91 |
| D | 1724126886.141 | 129.910 | 63.180 | 42.672 | -75 | -86 | -68 | -100 | -84 | -84 | -100 | -76 |
| E | 1724127172.131 | 78.116 | 10.470 | 42.672 | -86 | -87 | -90 | -76 | -78 | -78 | -62 | -63 |
| F | 1724126606.116 | 16.133 | 94.060 | 42.672 | -100 | -72 | -75 | -79 | -69 | -74 | -74 | -70 |
| G | 1724127173.131 | 73.021 | 8.228 | 42.672 | -85 | -87 | -89 | -75 | -73 | -75 | -62 | -59 |
| H | 1724126642.141 | 32.265 | 45.013 | 42.672 | -84 | -83 | -79 | -74 | -100 | -71 | -68 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126880.130
- **Target RSSI fingerprint:** [-86, -82, -100, -100, -80, -77, -91, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.25010524971094,
44.362874031066895,
42.672000000000004
] | 8 |
25,045 | **[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 | 1725940803.146 | 67.925 | 80.551 | 51.816 | -70 | -80 | -78 | -77 | -78 | -76 | -75 | -76 |
| B | 1725941220.136 | 56.888 | 45.332 | 51.816 | -88 | -100 | -80 | -78 | -78 | -76 | -72 | -60 |
| C | 1725940939.147 | 8.491 | 65.357 | 51.816 | -86 | -77 | -74 | -74 | -73 | -72 | -66 | -63 |
| D | 1725941314.151 | 86.605 | 37.980 | 51.816 | -84 | -77 | -85 | -76 | -73 | -77 | -70 | -65 |
| E | 1725941155.152 | 4.245 | 27.722 | 51.816 | -84 | -76 | -76 | -100 | -74 | -67 | -74 | -74 |
| F | 1725940900.144 | 106.983 | 51.542 | 51.816 | -66 | -75 | -82 | -70 | -71 | -78 | -67 | -60 |
| G | 1725941283.139 | 55.189 | 100.165 | 51.816 | -73 | -74 | -81 | -68 | -80 | -76 | -77 | -68 |
| H | 1725940918.137 | 67.076 | 49.260 | 51.816 | -86 | -75 | -82 | -77 | -72 | -75 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940873.150
- **Target RSSI fingerprint:** [-69, -72, -63, -79, -77, -77, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.41551756592369,
121.42395973205566,
51.816
] | 8 |
13,813 | **[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 | 1723009831.163 | 84.906 | 39.612 | 60.960 | -84 | -82 | -79 | -79 | -100 | -80 | -68 | -100 |
| B | 1723009867.169 | 5.094 | 77.127 | 60.960 | -78 | -76 | -76 | -78 | -80 | -72 | -74 | -81 |
| C | 1723010147.144 | 151.982 | 19.587 | 60.960 | -84 | -82 | -72 | -73 | -76 | -82 | -76 | -64 |
| D | 1723010109.152 | 45.000 | 9.687 | 60.960 | -73 | -71 | -72 | -68 | -67 | -66 | -65 | -73 |
| E | 1723010411.144 | 22.925 | 50.374 | 60.960 | -87 | -82 | -91 | -78 | -70 | -74 | -82 | -78 |
| F | 1723009957.150 | 26.321 | 42.240 | 60.960 | -87 | -82 | -84 | -76 | -69 | -74 | -72 | -67 |
| G | 1723010281.203 | 87.453 | 35.684 | 60.960 | -81 | -80 | -78 | -79 | -73 | -76 | -69 | -72 |
| H | 1723010016.166 | 141.793 | 55.563 | 60.960 | -83 | -78 | -76 | -80 | -76 | -78 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010391.154
- **Target RSSI fingerprint:** [-81, -85, -78, -80, -83, -75, -83, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15153257335545,
44.097466468811035,
60.96
] | 8 |
13,839 | **[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 | 1722833858.154 | 53.491 | 77.924 | 60.960 | -84 | -88 | -84 | -84 | -89 | -72 | -83 | -76 |
| B | 1722833759.170 | 43.302 | 40.647 | 60.960 | -84 | -89 | -92 | -87 | -85 | -81 | -78 | -79 |
| C | 1722833881.149 | 117.171 | 51.701 | 60.960 | -87 | -100 | -77 | -100 | -100 | -81 | -76 | -75 |
| D | 1722833484.151 | 106.133 | 44.097 | 60.960 | -89 | -78 | -78 | -78 | -65 | -79 | -77 | -75 |
| E | 1722833548.172 | 11.887 | 51.396 | 60.960 | -89 | -87 | -85 | -86 | -88 | -76 | -77 | -75 |
| F | 1722833643.375 | 8.491 | 62.955 | 60.960 | -90 | -100 | -97 | -87 | -82 | -86 | -76 | -96 |
| G | 1722833867.150 | 86.604 | 48.211 | 60.960 | -100 | -84 | -100 | -78 | -82 | -100 | -100 | -100 |
| H | 1722833762.155 | 55.189 | 50.985 | 60.960 | -85 | -90 | -95 | -88 | -90 | -80 | -77 | -80 |
| I | 1722833940.180 | 4.245 | 56.386 | 60.960 | -90 | -87 | -85 | -87 | -83 | -80 | -91 | -80 |
| J | 1722833486.161 | 113.774 | 50.626 | 60.960 | -90 | -76 | -77 | -75 | -61 | -82 | -80 | -75 |
| K | 1722833745.170 | 10.189 | 51.025 | 60.960 | -90 | -86 | -82 | -84 | -84 | -76 | -77 | -75 |
| L | 1722833667.159 | 75.567 | 58.469 | 60.960 | -81 | -85 | -90 | -85 | -87 | -71 | -81 | -79 |
| M | 1722833682.153 | 106.982 | 42.306 | 60.960 | -89 | -79 | -79 | -78 | -64 | -79 | -81 | -75 |
| N | 1722833694.154 | 127.359 | 64.189 | 60.960 | -87 | -81 | -82 | -73 | -82 | -90 | -84 | -81 |
| O | 1722833847.163 | 34.812 | 88.513 | 60.960 | -86 | -100 | -86 | -100 | -100 | -79 | -78 | -82 |
| P | 1722833831.131 | 7.642 | 52.962 | 60.960 | -91 | -81 | -86 | -82 | -74 | -92 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833553.137
- **Target RSSI fingerprint:** [-92, -90, -95, -87, -87, -78, -80, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11343968760756,
37.170329093933105,
60.96
] | 16 |
7,376 | **[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 | 1722833869.153 | 94.246 | 41.483 | 60.960 | -89 | -75 | -86 | -85 | -89 | -82 | -85 | -84 |
| B | 1722833991.149 | 129.907 | 61.017 | 60.960 | -90 | -85 | -82 | -78 | -73 | -100 | -81 | -79 |
| C | 1722833928.171 | 16.132 | 71.939 | 60.960 | -83 | -91 | -84 | -80 | -83 | -77 | -83 | -83 |
| D | 1722833683.160 | 111.227 | 45.610 | 60.960 | -89 | -79 | -77 | -78 | -64 | -79 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833832.150
- **Target RSSI fingerprint:** [-90, -84, -85, -100, -100, -78, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245312780462507,
55.4834508895874,
60.96
] | 4 |
12,919 | **[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 | 1722838899.213 | 116.322 | 153.843 | 51.816 | -83 | -92 | -78 | -81 | -88 | -81 | -84 | -89 |
| B | 1722839075.166 | 45.000 | 92.932 | 51.816 | -88 | -69 | -73 | -73 | -77 | -83 | -79 | -70 |
| C | 1722838548.172 | 3.396 | 6.264 | 51.816 | -100 | -96 | -75 | -79 | -88 | -89 | -100 | -80 |
| D | 1722839033.175 | 93.397 | 193.628 | 51.816 | -78 | -88 | -78 | -86 | -82 | -77 | -86 | -76 |
| E | 1722838817.164 | 116.322 | 150.897 | 51.816 | -79 | -92 | -84 | -82 | -72 | -77 | -83 | -70 |
| F | 1722839099.165 | 114.623 | 151.959 | 51.816 | -83 | -89 | -85 | -88 | -90 | -80 | -72 | -89 |
| G | 1722839087.160 | 70.472 | 113.594 | 51.816 | -82 | -70 | -85 | -76 | -78 | -75 | -67 | -73 |
| H | 1722838854.178 | 16.132 | 127.263 | 51.816 | -84 | -69 | -87 | -76 | -72 | -79 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839206.166
- **Target RSSI fingerprint:** [-83, -79, -83, -82, -76, -75, -68, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.07625733744565,
97.24533081054688,
51.816
] | 8 |
22,762 | **[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 | 1725941035.159 | 25.472 | 27.417 | 51.816 | -71 | -84 | -82 | -100 | -73 | -100 | -100 | -71 |
| B | 1725941236.156 | 27.170 | 27.164 | 51.816 | -75 | -86 | -80 | -74 | -75 | -74 | -77 | -72 |
| C | 1725941367.144 | 69.624 | 22.254 | 51.816 | -100 | -83 | -79 | -71 | -79 | -76 | -74 | -73 |
| D | 1725941085.152 | 68.775 | 87.598 | 51.816 | -81 | -84 | -80 | -82 | -75 | -80 | -80 | -67 |
| E | 1725940804.144 | 66.227 | 82.051 | 51.816 | -76 | -84 | -80 | -79 | -84 | -77 | -79 | -74 |
| F | 1725940857.147 | 13.585 | 92.548 | 51.816 | -76 | -56 | -78 | -78 | -71 | -76 | -77 | -71 |
| G | 1725941311.149 | 101.888 | 31.451 | 51.816 | -80 | -82 | -78 | -72 | -83 | -74 | -71 | -75 |
| H | 1725941206.155 | 67.925 | 87.266 | 51.816 | -79 | -86 | -80 | -78 | -85 | -79 | -79 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941089.146
- **Target RSSI fingerprint:** [-80, -82, -77, -77, -76, -79, -78, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05773618990392,
73.88946533203125,
51.816
] | 8 |
32,953 | **[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 | 1724123477.142 | 21.227 | 19.507 | 60.960 | -79 | -100 | -81 | -82 | -71 | -77 | -84 | -65 |
| B | 1724122986.132 | 5.095 | 56.147 | 60.960 | -100 | -100 | -90 | -100 | -73 | -92 | -100 | -70 |
| C | 1724123168.126 | 100.192 | 71.766 | 60.960 | -78 | -76 | -81 | -77 | -84 | -76 | -74 | -72 |
| D | 1724123325.136 | 45.002 | 62.212 | 60.960 | -88 | -75 | -81 | -79 | -76 | -73 | -76 | -65 |
| E | 1724123359.127 | 111.230 | 41.855 | 60.960 | -81 | -77 | -81 | -84 | -100 | -82 | -70 | -62 |
| F | 1724123121.150 | 28.869 | 25.161 | 60.960 | -78 | -79 | -70 | -100 | -72 | -78 | -73 | -65 |
| G | 1724123447.139 | 109.532 | 46.937 | 60.960 | -85 | -79 | -83 | -80 | -100 | -88 | -74 | -78 |
| H | 1724123474.141 | 31.416 | 24.258 | 60.960 | -83 | -100 | -76 | -82 | -73 | -77 | -79 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123148.167
- **Target RSSI fingerprint:** [-90, -75, -72, -79, -77, -76, -77, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
42.4542919444084,
63.896870613098145,
60.96
] | 8 |
26,582 | **[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 | 1725942922.150 | 80.661 | 9.754 | 60.960 | -74 | -75 | -70 | -75 | -77 | -73 | -72 | -77 |
| B | 1725943402.152 | 2.547 | 28.027 | 60.960 | -78 | -72 | -74 | -70 | -71 | -75 | -76 | -72 |
| C | 1725943467.166 | 97.643 | 23.090 | 60.960 | -74 | -77 | -74 | -76 | -80 | -71 | -76 | -77 |
| D | 1725943025.166 | 23.774 | 114.537 | 60.960 | -79 | -79 | -79 | -82 | -76 | -81 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943256.148
- **Target RSSI fingerprint:** [-77, -74, -79, -74, -75, -81, -77, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.2844310319093,
27.98722743988037,
60.96
] | 4 |
12,892 | **[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 | 1723010175.141 | 53.491 | 42.094 | 60.960 | -77 | -80 | -83 | -81 | -75 | -70 | -85 | -68 |
| B | 1723010071.143 | 64.529 | 86.669 | 60.960 | -100 | -100 | -73 | -66 | -75 | -68 | -70 | -100 |
| C | 1723010348.145 | 89.152 | 9.223 | 60.960 | -100 | -72 | -84 | -80 | -70 | -83 | -75 | -100 |
| D | 1723010468.163 | 163.869 | 54.183 | 60.960 | -71 | -78 | -67 | -75 | -78 | -76 | -71 | -75 |
| E | 1723010098.142 | 16.981 | 57.859 | 60.960 | -74 | -75 | -89 | -66 | -74 | -67 | -76 | -75 |
| F | 1723010116.137 | 51.793 | 9.289 | 60.960 | -65 | -75 | -80 | -75 | -71 | -73 | -77 | -67 |
| G | 1723009760.171 | 196.133 | 20.649 | 60.960 | -100 | -83 | -65 | -69 | -78 | -75 | -77 | -69 |
| H | 1723010159.166 | 133.303 | 43.567 | 60.960 | -78 | -85 | -73 | -73 | -83 | -72 | -87 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010447.141
- **Target RSSI fingerprint:** [-69, -78, -87, -87, -85, -86, -71, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52902573297956,
86.92097663879395,
60.96
] | 8 |
32,971 | **[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 | 1723693186.144 | 132.457 | 73.173 | 60.960 | -80 | -100 | -79 | -80 | -77 | -78 | -72 | -67 |
| B | 1723693048.131 | 51.794 | 51.622 | 60.960 | -78 | -76 | -82 | -100 | -74 | -100 | -83 | -78 |
| C | 1723693413.150 | 147.741 | 44.283 | 60.960 | -73 | -74 | -72 | -78 | -76 | -67 | -78 | -61 |
| D | 1723693466.155 | 164.723 | 16.495 | 60.960 | -79 | -75 | -77 | -75 | -72 | -83 | -70 | -75 |
| E | 1723693203.158 | 132.457 | 36.069 | 60.960 | -100 | -73 | -73 | -66 | -100 | -100 | -69 | -76 |
| F | 1723693478.142 | 143.496 | 4.897 | 60.960 | -73 | -81 | -83 | -81 | -71 | -75 | -73 | -66 |
| G | 1723693521.141 | 177.459 | 61.654 | 60.960 | -84 | -73 | -80 | -70 | -79 | -84 | -75 | -82 |
| H | 1723693046.158 | 42.454 | 55.974 | 60.960 | -100 | -74 | -100 | -100 | -70 | -100 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693630.141
- **Target RSSI fingerprint:** [-80, -100, -79, -81, -75, -69, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
213.120557186161,
104.51749801635742,
60.96
] | 8 |
10,038 | **[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 | 1722838796.161 | 109.529 | 96.224 | 51.816 | -79 | -81 | -84 | -83 | -77 | -77 | -68 | -76 |
| B | 1722839327.162 | 128.208 | 109.481 | 51.816 | -92 | -81 | -77 | -86 | -85 | -71 | -81 | -83 |
| C | 1722838818.167 | 113.774 | 155.064 | 51.816 | -89 | -71 | -77 | -81 | -69 | -77 | -82 | -71 |
| D | 1722838889.168 | 97.642 | 138.649 | 51.816 | -76 | -100 | -83 | -83 | -76 | -74 | -66 | -72 |
| E | 1722839221.182 | 134.152 | 124.967 | 51.816 | -95 | -71 | -81 | -81 | -86 | -78 | -84 | -76 |
| F | 1722838869.162 | 42.453 | 95.188 | 51.816 | -71 | -83 | -89 | -84 | -76 | -83 | -73 | -67 |
| G | 1722838951.169 | 24.623 | 111.073 | 51.816 | -76 | -100 | -91 | -80 | -74 | -85 | -79 | -71 |
| H | 1722839246.177 | 79.812 | 182.401 | 51.816 | -86 | -71 | -75 | -80 | -83 | -74 | -72 | -74 |
| I | 1722839200.167 | 105.284 | 90.902 | 51.816 | -74 | -87 | -84 | -79 | -71 | -76 | -67 | -71 |
| J | 1722838955.169 | 11.887 | 125.631 | 51.816 | -79 | -86 | -91 | -86 | -81 | -85 | -85 | -80 |
| K | 1722839229.160 | 112.925 | 158.754 | 51.816 | -91 | -81 | -82 | -81 | -71 | -81 | -83 | -71 |
| L | 1722839040.165 | 89.152 | 190.244 | 51.816 | -90 | -82 | -82 | -82 | -84 | -83 | -76 | -75 |
| M | 1722839231.157 | 108.680 | 167.525 | 51.816 | -90 | -100 | -79 | -77 | -70 | -77 | -78 | -71 |
| N | 1722839329.162 | 120.567 | 103.244 | 51.816 | -93 | -82 | -79 | -86 | -85 | -74 | -84 | -80 |
| O | 1722839091.150 | 84.906 | 126.639 | 51.816 | -72 | -83 | -80 | -87 | -76 | -74 | -66 | -72 |
| P | 1722838910.168 | 138.397 | 118.743 | 51.816 | -90 | -78 | -76 | -80 | -74 | -74 | -85 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839352.167
- **Target RSSI fingerprint:** [-75, -80, -100, -86, -86, -76, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83062911341651,
56.58489227294922,
51.816
] | 16 |
7,435 | **[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 | 1722838761.163 | 34.812 | 147.991 | 51.816 | -85 | -87 | -84 | -89 | -74 | -75 | -91 | -73 |
| B | 1722839174.199 | 44.151 | 153.711 | 51.816 | -88 | -82 | -85 | -90 | -72 | -76 | -90 | -69 |
| C | 1722839222.162 | 131.605 | 129.121 | 51.816 | -84 | -74 | -84 | -88 | -91 | -76 | -74 | -86 |
| D | 1722838919.164 | 121.416 | 104.624 | 51.816 | -83 | -81 | -74 | -89 | -94 | -72 | -85 | -83 |
| E | 1722839160.164 | 11.887 | 122.207 | 51.816 | -83 | -76 | -85 | -77 | -79 | -85 | -75 | -82 |
| F | 1722838849.190 | 33.113 | 141.913 | 51.816 | -79 | -86 | -81 | -75 | -72 | -85 | -72 | -72 |
| G | 1722839060.167 | 16.132 | 126.546 | 51.816 | -81 | -85 | -81 | -74 | -71 | -86 | -74 | -75 |
| H | 1722839089.171 | 78.114 | 120.137 | 51.816 | -85 | -86 | -83 | -81 | -73 | -74 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838717.145
- **Target RSSI fingerprint:** [-84, -74, -77, -83, -70, -77, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26437711229496,
31.809096336364746,
51.816
] | 8 |
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